Load packages:

library(tidyverse)
library(readr)
library(baseballr)
library(plotly)
library(CalledStrike)
library(knitr)
library(kableExtra)
library(rpart)
library(patchwork)

Load data:

# filter out columns with majority NAs, or variables not needed for this analysis
clean <- OAK_TOR %>% 
  dplyr::select(pitch_type:pitcher...8, description, zone:type, balls:plate_z, outs_when_up:inning_topbot, sz_top, sz_bot, effective_speed, release_spin_rate, 
                game_pk, release_pos_y, at_bat_number:post_bat_score, spin_axis:delta_run_exp)

# add an id for each observation
clean <- clean %>% 
  mutate(id = 1:277)

# filter to pitches of interest and add in sz_l and sz_r
OAK_TOR_filtered <- clean %>% 
  filter(description %in% c("ball", "blocked_ball", "called_strike")) %>% 
  mutate(sz_l = -8.5/12, sz_r = 8.5/12)

Score:

ot_scores <- OAK_TOR %>% 
  group_by(inning) %>% 
  summarise(TOR = max(home_score),
            OAK = max(away_score)) %>% 
  pivot_longer(cols = TOR:OAK,
               names_to = "team", 
               values_to = "score")
ot_scores %>% 
  ggplot(aes(x = inning, y = score, fill = team)) +
  geom_col(alpha = 0.8, position = "dodge") +
  labs(title = "Oakland Athletics vs. Toronto Blue Jays", 
       subtitle = "April 16, 2022",
       x = "Inning", y = "Runs Scored", fill = "Team") +
  theme_bw() +
  scale_x_continuous(breaks = 1:9) +
  scale_fill_manual(values = c("darkblue", "springgreen4"))

Finding the incorrect calls:

long <- OAK_TOR_filtered %>% 
  mutate(new_sz_top = sz_top + b_rad,
         new_sz_bot = sz_bot - b_rad,
         new_sz_l = sz_l - b_rad,
         new_sz_r = sz_r + b_rad)
long <- long %>% 
  dplyr::select(-c(game_year:pfx_z))

calc_long <- long %>% 
  mutate(true = case_when(plate_z > new_sz_top | plate_z < new_sz_bot ~ "ball",
                          plate_x > new_sz_r | plate_x < new_sz_l ~ "ball",
                          TRUE ~ "strike"))
table(calc_long$true)
## 
##   ball strike 
##    115     45
graph <- calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = true)) +
  geom_point() +
  labs(title = "Call result from the code") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
#ggplotly(graph)

graph_2 <- calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = type)) +
  geom_point() +
  labs(title = "Umpire's call") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

graph + graph_2

From this side-by-side comparison we can see the code is better at identifying strikes in the horizontal plane, with a few pitches above and below the zone being called strikes. The umpire is the opposite; their strength is the vertical plane and calls many incorrect strikes that were too wide.

identify <- calc_long %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify$call)
## 
## fail pass 
##   29  131

All pitches that were called_strike, ball, and blocked_ball

fill <- which(identify$call == "fail")

identify %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  row_spec(fill, background = "skyblue") %>% 
  scroll_box(height = "500px", width = "100%")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id sz_l sz_r new_sz_top new_sz_bot new_sz_l new_sz_r true call
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 89.5 2.25 6.04 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 1 0 1.30 2.14 0 1 Top 3.40 1.57 89.1 2104 661759 54.03 1 2 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.063 2 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 -0.7083333 0.7083333 3.440833 1.339167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 89.5 2.19 6.08 Ryu, Hyun Jin 640461 547943 called_strike 5 R R L TOR OAK S 3 0 -0.21 2.27 0 1 Top 3.47 1.52 89.0 2061 661759 54.10 1 4 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.076 4 -0.7083333 0.7083333 3.590833 1.399167 -0.8291667 0.8291667 strike pass
FC 4/16/2022 86.1 2.11 6.11 Ryu, Hyun Jin 462101 547943 called_strike 1 R R L TOR OAK S 0 1 -0.52 3.24 1 1 Top 3.29 1.38 86.1 2007 661759 54.13 2 2 Cutter 0 0 0 0 0 0 0 156 0.000 -0.031 7 -0.7083333 0.7083333 3.410833 1.259167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 90.2 2.14 6.02 Ryu, Hyun Jin 476704 547943 called_strike 3 R R L TOR OAK S 0 0 0.66 2.99 2 1 Top 3.51 1.60 90.2 1993 661759 54.03 3 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.017 9 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 78.7 2.40 5.86 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2.14 2.89 2 1 Top 3.45 1.46 78.6 1488 661759 54.13 3 2 Changeup 0 0 0 0 0 0 0 117 0.000 0.011 10 -0.7083333 0.7083333 3.570833 1.339167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 91.8 -1.88 6.13 Blackburn, Paul 606132 621112 called_strike 7 R L R TOR OAK S 0 0 -0.53 1.71 0 1 Bot 3.49 1.63 91.5 1995 661759 54.34 4 1 Sinker 0 0 0 0 0 0 0 211 0.000 -0.034 13 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 92.8 -1.77 5.99 Blackburn, Paul 665489 621112 ball 13 R R R TOR OAK B 0 0 -0.89 1.36 1 1 Bot 3.75 1.63 92.6 1949 661759 54.28 6 1 Sinker 0 0 0 0 0 0 0 208 0.000 0.007 18 -0.7083333 0.7083333 3.870833 1.509167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike fail
SI 4/16/2022 92.9 -1.72 6.01 Blackburn, Paul 666971 621112 called_strike 4 R R R TOR OAK S 1 0 -0.34 2.61 1 1 Bot 3.37 1.60 92.8 1971 661759 54.29 7 2 Sinker 1 0 1 0 0 1 1 211 -0.034 -0.058 21 -0.7083333 0.7083333 3.490833 1.479167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 68.5 2.00 6.36 Ryu, Hyun Jin 669221 547943 ball 12 R R L TOR OAK B 0 0 0.20 3.67 0 2 Top 3.40 1.54 67.7 2379 661759 54.34 8 1 Curveball 1 0 0 1 0 1 0 321 0.000 0.033 23 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 79.6 2.35 5.95 Ryu, Hyun Jin 675656 547943 blocked_ball 14 R R L TOR OAK B 0 1 0.09 0.48 0 2 Top 3.43 1.57 79.9 1404 661759 53.81 10 2 Changeup 1 1 1 1 1 1 1 124 0.000 0.047 27 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 88.0 2.13 6.07 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 0 0 0.97 2.83 0 2 Top 3.70 1.79 88.3 2015 661759 53.94 11 1 4-Seam Fastball 1 2 2 1 2 1 2 135 0.000 0.055 30 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 87.5 2.04 5.99 Ryu, Hyun Jin 665506 547943 ball 14 R R L TOR OAK B 0 1 1.16 1.97 0 2 Top 3.47 1.49 87.9 1932 661759 53.90 12 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.047 34 -0.7083333 0.7083333 3.590833 1.369167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 87.9 1.95 6.07 Ryu, Hyun Jin 623515 547943 called_strike 2 R R L TOR OAK S 0 0 -0.12 3.33 1 2 Top 3.51 1.57 87.9 1963 661759 54.04 13 1 4-Seam Fastball 1 3 3 1 3 1 3 136 0.000 -0.043 36 -0.7083333 0.7083333 3.630833 1.449167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 71.9 1.89 6.18 Ryu, Hyun Jin 623515 547943 blocked_ball 13 R R L TOR OAK B 0 1 -1.67 0.31 1 2 Top 3.47 1.60 71.5 2613 661759 54.00 13 2 Curveball 1 3 3 1 3 1 3 328 0.000 0.029 37 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 85.3 2.02 6.03 Ryu, Hyun Jin 640461 547943 ball 13 R R L TOR OAK B 0 0 -1.18 2.05 2 2 Top 3.47 1.60 85.9 2004 661759 53.86 14 1 Cutter 1 3 3 1 3 1 3 155 0.000 0.037 39 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 80.8 -1.71 6.12 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 0 1 1.39 1.06 0 2 Bot 3.37 1.57 80.3 2550 661759 54.35 15 2 Slider 1 3 1 3 3 1 1 26 0.000 0.025 43 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.7 -1.63 5.97 Blackburn, Paul 656305 621112 ball 13 R R R TOR OAK B 1 1 -0.50 1.35 0 2 Bot 3.48 1.54 92.9 1851 661759 54.16 15 3 Sinker 1 3 1 3 3 1 1 208 0.000 0.049 44 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.7 -1.65 6.19 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 2 1 0.00 0.72 0 2 Bot 3.45 1.63 87.8 1909 661759 54.06 15 4 Changeup 1 3 1 3 3 1 1 220 0.000 0.114 45 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 93.3 -1.56 6.01 Blackburn, Paul 656305 621112 called_strike 9 R R R TOR OAK S 3 1 0.78 1.60 0 2 Bot 3.53 1.68 93.5 1963 661759 54.17 15 5 Sinker 1 3 1 3 3 1 1 205 0.000 -0.076 46 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 93.3 -1.70 5.93 Blackburn, Paul 641470 621112 ball 13 R L R TOR OAK B 0 0 -1.36 1.60 1 2 Bot 3.67 1.65 93.3 1950 661759 54.17 16 1 Sinker 1 3 1 3 3 1 1 212 0.000 0.023 49 -0.7083333 0.7083333 3.790833 1.529167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.5 -1.73 6.05 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 1 0 0.59 0.43 1 2 Bot 3.70 1.63 88.7 2030 661759 54.04 16 2 Changeup 1 3 1 3 3 1 1 224 0.000 0.044 50 -0.7083333 0.7083333 3.820833 1.509167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 -0.7083333 0.7083333 3.740833 1.419167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 -0.7083333 0.7083333 3.300833 1.399167 -0.8291667 0.8291667 ball fail
FC 4/16/2022 87.7 -1.52 6.09 Blackburn, Paul 672386 621112 ball 12 R R R TOR OAK B 0 1 0.37 3.76 1 2 Bot 3.26 1.49 87.4 2562 661759 54.42 17 2 Cutter 1 3 1 3 3 1 1 159 0.000 0.031 55 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.3 -1.65 6.07 Blackburn, Paul 672386 621112 ball 14 R R R TOR OAK B 1 1 0.92 0.84 1 2 Bot 3.26 1.46 87.3 1948 661759 54.12 17 3 Changeup 1 3 1 3 3 1 1 218 0.000 0.073 56 -0.7083333 0.7083333 3.380833 1.339167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 -0.7083333 0.7083333 3.610833 1.489167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.3 -1.55 6.09 Blackburn, Paul 669289 621112 ball 11 R R R TOR OAK B 0 1 -1.09 2.81 2 2 Bot 3.59 1.60 92.5 2002 661759 54.18 18 2 Sinker 1 3 1 3 3 1 1 206 0.000 0.026 59 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.7 -1.44 6.00 Blackburn, Paul 669289 621112 called_strike 3 R R R TOR OAK S 1 1 0.68 3.06 2 2 Bot 3.48 1.57 92.5 2157 661759 54.14 18 3 4-Seam Fastball 1 3 1 3 3 1 1 211 0.000 -0.051 60 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 87.6 2.25 6.02 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 0 0 1.34 2.39 0 3 Top 3.32 1.41 87.7 1903 661759 53.99 19 1 4-Seam Fastball 1 3 3 1 3 1 3 134 0.000 0.033 62 -0.7083333 0.7083333 3.440833 1.289167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 70.2 1.97 6.26 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 1 0 0.71 3.66 0 3 Top 3.10 1.35 69.7 2489 661759 54.16 19 2 Curveball 1 3 3 1 3 1 3 319 0.000 0.063 63 -0.7083333 0.7083333 3.220833 1.229167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.0 2.08 6.06 Ryu, Hyun Jin 462101 547943 ball 11 R R L TOR OAK B 2 1 -1.42 2.85 0 3 Top 3.29 1.41 86.4 1973 661759 53.95 19 4 Cutter 1 3 3 1 3 1 3 150 0.000 0.114 65 -0.7083333 0.7083333 3.410833 1.289167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 89.1 2.04 5.92 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 1.39 2.54 1 3 Top 3.45 1.54 89.8 1926 661759 53.92 20 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.016 68 -0.7083333 0.7083333 3.570833 1.419167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 71.8 1.86 6.18 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 0 0 -0.77 1.37 1 3 Top 3.45 1.60 71.3 2538 661759 54.10 21 1 Curveball 1 3 3 1 3 1 3 324 0.000 0.042 70 -0.7083333 0.7083333 3.570833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 84.8 1.97 6.14 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 1 0 -1.32 2.01 1 3 Top 3.49 1.60 85.3 1963 661759 53.87 21 2 Cutter 1 3 3 1 3 1 3 157 0.000 0.080 71 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 -0.7083333 0.7083333 3.570833 1.589167 -0.8291667 0.8291667 ball fail
FC 4/16/2022 87.2 -1.64 6.09 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 0 1 1.03 3.87 0 3 Bot 3.67 1.74 87.5 2543 661759 54.37 24 2 Cutter 1 5 1 5 5 1 1 153 0.000 0.025 76 -0.7083333 0.7083333 3.790833 1.619167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.0 -1.60 6.05 Blackburn, Paul 605548 621112 ball 14 R L R TOR OAK B 1 1 0.26 1.19 0 3 Bot 3.70 1.79 88.1 1962 661759 54.19 24 3 Changeup 1 5 1 5 5 1 1 219 0.000 0.049 77 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.5 -1.73 5.93 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 0 -1.06 2.53 1 3 Bot 3.53 1.63 91.6 2026 661759 54.20 25 1 Sinker 1 5 1 5 5 1 1 215 0.000 0.023 80 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 80.6 -1.72 5.88 Blackburn, Paul 666182 621112 ball 14 R R R TOR OAK B 0 1 1.34 1.78 2 3 Bot 3.73 1.71 80.1 2702 661759 54.24 26 2 Slider 1 5 1 5 5 1 1 40 0.000 0.011 83 -0.7083333 0.7083333 3.850833 1.589167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 -0.7083333 0.7083333 3.780833 1.599167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 88.1 2.01 5.92 Ryu, Hyun Jin 542194 547943 called_strike 8 R R L TOR OAK S 0 0 -0.08 1.71 0 4 Top 3.62 1.71 88.4 1913 661759 53.83 27 1 4-Seam Fastball 1 5 5 1 5 1 5 135 0.000 -0.034 86 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 strike pass
FC 4/16/2022 84.1 2.10 6.01 Ryu, Hyun Jin 542194 547943 ball 14 R R L TOR OAK B 0 1 1.52 2.71 0 4 Top 3.73 1.74 84.8 1917 661759 53.97 27 2 Cutter 1 5 5 1 5 1 5 156 0.000 0.025 87 -0.7083333 0.7083333 3.850833 1.619167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.6 2.06 6.05 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 1 1 0.19 4.65 0 4 Top 3.78 1.79 87.1 1984 661759 53.96 27 3 Cutter 1 5 5 1 5 1 5 149 0.000 0.049 88 -0.7083333 0.7083333 3.900833 1.669167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 71.6 1.91 6.13 Ryu, Hyun Jin 665506 547943 ball 13 R R L TOR OAK B 0 0 -0.60 0.49 1 4 Top 3.47 1.63 71.3 2647 661759 54.08 28 1 Curveball 1 5 5 1 5 1 5 326 0.000 0.023 90 -0.7083333 0.7083333 3.590833 1.509167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 90.0 2.09 5.83 Ryu, Hyun Jin 623515 547943 ball 14 R R L TOR OAK B 0 0 0.00 0.92 2 4 Top 3.47 1.57 90.1 2030 661759 53.85 29 1 4-Seam Fastball 1 5 5 1 5 1 5 133 0.000 0.015 93 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 80.1 -1.76 5.98 Blackburn, Paul 666971 621112 called_strike 6 R R R TOR OAK S 0 0 0.32 2.64 1 4 Bot 3.59 1.71 79.5 2602 661759 54.40 31 1 Slider 1 5 1 5 5 1 1 41 0.000 -0.024 97 -0.7083333 0.7083333 3.710833 1.589167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 91.6 -1.55 5.99 Blackburn, Paul 666971 621112 ball 13 R R R TOR OAK B 0 1 -1.39 0.63 1 4 Bot 3.55 1.65 91.3 2066 661759 54.18 31 2 Sinker 1 5 1 5 5 1 1 208 0.000 0.016 98 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.8 -1.55 5.96 Blackburn, Paul 666971 621112 ball 14 R R R TOR OAK B 1 1 0.01 0.42 1 4 Bot 3.48 1.68 92.9 2066 661759 54.16 31 3 Sinker 1 5 1 5 5 1 1 221 0.000 0.033 99 -0.7083333 0.7083333 3.600833 1.559167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 80.3 -1.46 6.08 Blackburn, Paul 656305 621112 blocked_ball 14 R R R TOR OAK B 0 1 0.80 0.65 1 4 Bot 3.37 1.57 79.7 2821 661759 54.23 32 2 Curveball 1 5 1 5 5 1 1 25 0.000 0.031 102 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.3 -1.54 6.12 Blackburn, Paul 641470 621112 called_strike 5 R L R TOR OAK S 0 0 -0.07 3.00 1 4 Bot 3.64 1.68 87.1 1898 661759 54.25 33 1 Changeup 1 5 1 5 5 1 1 215 0.000 -0.081 104 -0.7083333 0.7083333 3.760833 1.559167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 86.6 -1.67 6.06 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 0 1 0.38 1.02 1 4 Bot 3.67 1.60 86.7 1809 661759 54.06 33 2 Changeup 1 5 1 5 5 1 1 220 0.000 0.055 105 -0.7083333 0.7083333 3.790833 1.479167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.3 -1.50 6.13 Blackburn, Paul 641470 621112 ball 11 R L R TOR OAK B 1 1 -1.18 4.37 1 4 Bot 3.70 1.68 91.3 1976 661759 54.18 33 3 Sinker 1 5 1 5 5 1 1 211 0.000 0.072 106 -0.7083333 0.7083333 3.820833 1.559167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 79.6 -1.64 5.96 Blackburn, Paul 672386 621112 called_strike 3 R R R TOR OAK S 0 0 0.29 2.87 1 4 Bot 3.23 1.46 79.2 2639 661759 54.28 34 1 Slider 2 5 2 5 5 2 2 45 0.000 -0.081 110 -0.7083333 0.7083333 3.350833 1.339167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 -0.7083333 0.7083333 3.360833 1.369167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 91.4 -0.80 5.87 Thornton, Trent 462101 663423 ball 11 R R R TOR OAK B 0 0 -1.58 3.71 0 5 Top 3.18 1.43 91.1 2142 661759 54.43 36 1 Sinker 2 5 5 2 5 2 5 199 0.000 0.059 114 -0.7083333 0.7083333 3.300833 1.309167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.5 -0.77 5.82 Thornton, Trent 462101 663423 called_strike 6 R R R TOR OAK S 1 0 0.65 2.52 0 5 Top 3.18 1.35 93.1 2305 661759 54.41 36 2 4-Seam Fastball 2 5 5 2 5 2 5 204 0.000 -0.074 115 -0.7083333 0.7083333 3.300833 1.229167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 93.4 -0.82 5.75 Thornton, Trent 476704 663423 ball 13 R L R TOR OAK B 0 0 -0.20 0.47 2 5 Top 3.53 1.65 92.8 2226 661759 54.31 37 1 4-Seam Fastball 2 5 5 2 5 2 5 202 0.000 0.015 117 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 78.6 -0.76 5.96 Thornton, Trent 476704 663423 ball 14 R L R TOR OAK B 1 0 0.82 0.90 2 5 Top 3.45 1.57 77.8 3001 661759 54.62 37 2 Curveball 2 5 5 2 5 2 5 25 0.000 0.023 118 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.2 -0.61 5.77 Thornton, Trent 476704 663423 called_strike 4 R L R TOR OAK S 2 0 -0.40 2.30 2 5 Top 3.48 1.65 91.8 2416 661759 54.35 37 3 4-Seam Fastball 2 5 5 2 5 2 5 205 0.000 -0.023 119 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 86.6 -1.65 6.08 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 0 0 0.08 0.92 0 5 Bot 3.51 1.54 86.9 1884 661759 54.12 38 1 Changeup 2 5 2 5 5 2 2 218 0.000 0.033 121 -0.7083333 0.7083333 3.630833 1.419167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 85.4 -1.52 6.09 Blackburn, Paul 669289 621112 called_strike 9 R R R TOR OAK S 1 0 0.73 1.78 0 5 Bot 3.53 1.60 85.7 2595 661759 54.24 38 2 Cutter 2 5 2 5 5 2 2 129 0.000 -0.043 122 -0.7083333 0.7083333 3.650833 1.479167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 93.1 -1.43 5.94 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 1 2 2.30 2.24 0 5 Bot 3.48 1.54 93.2 2233 661759 54.13 38 4 Sinker 2 5 2 5 5 2 2 205 0.000 0.037 124 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.0 -1.63 6.07 Blackburn, Paul 605548 621112 ball 11 R L R TOR OAK B 0 0 -1.53 2.85 1 5 Bot 3.73 1.76 86.9 1920 661759 54.25 39 1 Changeup 2 5 2 5 5 2 2 212 0.000 0.023 126 -0.7083333 0.7083333 3.850833 1.639167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.0 -1.73 5.88 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 1 2 0.20 4.91 1 5 Bot 3.73 1.79 91.7 2268 661759 54.21 39 4 4-Seam Fastball 2 5 2 5 5 2 2 213 0.000 0.023 129 -0.7083333 0.7083333 3.850833 1.669167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 80.4 -1.71 5.84 Blackburn, Paul 605548 621112 called_strike 14 R L R TOR OAK S 2 2 0.61 1.67 1 5 Bot 3.75 1.79 79.7 2764 661759 54.23 39 5 Slider 2 5 2 5 5 2 2 38 -0.016 -0.134 130 -0.7083333 0.7083333 3.870833 1.669167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 -0.7083333 0.7083333 3.610833 1.639167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 77.9 -1.98 5.84 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 1 -1.60 1.98 2 5 Bot 3.53 1.63 77.0 2709 661759 54.43 40 2 Slider 2 5 2 5 5 2 2 42 0.000 0.011 132 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 85.8 -1.61 5.91 Blackburn, Paul 606132 621112 ball 12 R L R TOR OAK B 1 1 1.19 3.71 2 5 Bot 3.51 1.68 85.8 2602 661759 54.28 40 3 Cutter 2 5 2 5 5 2 2 126 0.000 0.021 133 -0.7083333 0.7083333 3.630833 1.559167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.0 -1.61 6.06 Blackburn, Paul 606132 621112 ball 14 R L R TOR OAK B 2 1 1.53 0.56 2 5 Bot 3.48 1.74 87.0 1914 661759 54.21 40 4 Changeup 2 5 2 5 5 2 2 219 0.000 0.039 134 -0.7083333 0.7083333 3.600833 1.619167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.2 -0.60 5.86 Thornton, Trent 641914 663423 called_strike 3 R R R TOR OAK S 0 0 0.33 3.20 1 6 Top 3.37 1.49 93.0 2357 661759 54.47 42 1 4-Seam Fastball 2 5 5 2 5 2 5 196 0.000 -0.024 138 -0.7083333 0.7083333 3.490833 1.369167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 92.9 -0.76 5.83 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 0 2 0.94 2.03 1 6 Top 3.45 1.57 92.8 2463 661759 54.32 42 3 4-Seam Fastball 2 5 5 2 5 2 5 198 0.000 0.011 140 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 82.3 -1.47 5.31 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 1 2 2.36 1.56 1 6 Top 3.48 1.57 81.6 2916 661759 54.51 42 4 Slider 2 5 5 2 5 2 5 71 0.000 0.023 141 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 -0.7083333 0.7083333 3.330833 1.309167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 82.0 -1.27 5.38 Thornton, Trent 675656 663423 ball 14 R R R TOR OAK B 0 2 1.86 1.55 2 6 Top 3.37 1.54 81.6 3015 661759 54.41 43 3 Slider 2 5 5 2 5 2 5 60 0.000 0.011 146 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 94.3 -1.78 5.66 Acevedo, Domingo 666182 642758 ball 12 R R R TOR OAK B 0 0 1.21 2.68 0 6 Bot 3.73 1.63 92.5 2200 661759 55.01 44 1 4-Seam Fastball 2 5 2 5 5 2 2 229 0.000 0.033 148 -0.7083333 0.7083333 3.850833 1.509167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 -0.7083333 0.7083333 3.780833 1.569167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.9 -1.74 5.64 Acevedo, Domingo 665489 642758 ball 12 R R R TOR OAK B 0 0 0.91 4.43 1 6 Bot 3.70 1.65 92.0 2195 661759 55.03 45 1 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 0.023 151 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 88.1 -2.14 5.69 Acevedo, Domingo 666971 642758 called_strike 8 R R R TOR OAK S 0 0 -0.19 1.99 2 6 Bot 3.55 1.63 86.5 2141 661759 55.27 46 1 Slider 2 5 2 5 5 2 2 247 0.000 -0.017 154 -0.7083333 0.7083333 3.670833 1.509167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 93.6 -1.86 5.59 Acevedo, Domingo 666971 642758 ball 13 R R R TOR OAK B 0 1 -1.29 2.51 2 6 Bot 3.55 1.68 92.1 2178 661759 54.94 46 2 4-Seam Fastball 2 5 2 5 5 2 2 235 0.000 0.011 155 -0.7083333 0.7083333 3.670833 1.559167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.3 -1.68 5.49 Acevedo, Domingo 666971 642758 ball 12 R R R TOR OAK B 1 1 1.57 3.12 2 6 Bot 3.51 1.63 91.0 2249 661759 55.33 46 3 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.021 156 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.2 -1.86 5.47 Acevedo, Domingo 666971 642758 ball 11 R R R TOR OAK B 2 1 -0.60 3.72 2 6 Bot 3.55 1.74 91.8 2126 661759 54.90 46 4 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.039 157 -0.7083333 0.7083333 3.670833 1.619167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.4 -1.62 5.51 Acevedo, Domingo 666971 642758 called_strike 6 R R R TOR OAK S 3 1 0.66 2.47 2 6 Bot 3.55 1.65 90.1 2212 661759 55.29 46 5 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 -0.036 158 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 85.5 -2.09 5.91 Acevedo, Domingo 672386 642758 called_strike 5 R R R TOR OAK S 0 0 -0.24 2.54 2 6 Bot 3.26 1.49 83.9 2154 661759 55.18 49 1 Slider 5 5 5 5 5 5 5 242 0.000 -0.017 162 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 92.6 -1.84 5.69 Acevedo, Domingo 669289 642758 called_strike 5 R R R TOR OAK S 0 0 0.03 2.51 2 6 Bot 3.51 1.52 90.8 2147 661759 55.03 50 1 4-Seam Fastball 5 5 5 5 5 5 5 231 0.000 -0.035 164 -0.7083333 0.7083333 3.630833 1.399167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 85.9 -1.82 5.95 Acevedo, Domingo 669289 642758 ball 14 R R R TOR OAK B 0 1 0.10 0.83 2 6 Bot 3.43 1.57 84.7 1955 661759 54.82 50 2 Changeup 5 5 5 5 5 5 5 247 0.000 0.026 165 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 86.9 -2.16 5.82 Acevedo, Domingo 669289 642758 ball 13 R R R TOR OAK B 1 1 -1.07 2.22 2 6 Bot 3.45 1.57 85.6 2049 661759 55.11 50 3 Slider 5 5 5 5 5 5 5 244 0.000 0.029 166 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 82.5 -1.51 6.28 Grimm, Justin 605548 518748 ball 14 R L R TOR OAK B 0 1 1.72 2.39 2 6 Bot 3.67 1.68 83.0 2195 661759 53.60 51 2 Curveball 5 5 5 5 5 5 5 33 0.000 0.037 169 -0.7083333 0.7083333 3.790833 1.559167 -0.8291667 0.8291667 ball pass
KC 4/16/2022 79.6 -2.53 6.21 Phelps, David 542194 475479 called_strike 5 R R R TOR OAK S 0 0 0.14 2.90 0 7 Top 3.75 1.74 78.1 2505 661759 55.39 52 1 Knuckle Curve 5 5 5 5 5 5 5 42 0.000 -0.034 172 -0.7083333 0.7083333 3.870833 1.619167 -0.8291667 0.8291667 strike pass
KC 4/16/2022 78.2 -2.46 6.26 Phelps, David 542194 475479 ball 14 R R R TOR OAK B 0 2 0.50 0.44 0 7 Top 3.62 1.71 76.3 2554 661759 55.44 52 3 Knuckle Curve 5 5 5 5 5 5 5 30 0.000 0.017 174 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 89.4 -2.46 6.20 Phelps, David 542194 475479 ball 13 R R R TOR OAK B 1 2 -0.33 1.41 0 7 Top 3.48 1.65 88.1 2403 661759 55.31 52 4 Cutter 5 5 5 5 5 5 5 208 0.000 0.037 175 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 93.6 -2.35 6.13 Phelps, David 665506 475479 called_strike 8 R R R TOR OAK S 0 1 -0.25 1.60 1 7 Top 3.47 1.57 91.9 2182 661759 55.12 53 2 Sinker 5 5 5 5 5 5 5 212 0.000 -0.031 178 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 strike pass
KC 4/16/2022 80.3 -2.46 6.17 Phelps, David 665506 475479 ball 14 R R R TOR OAK B 0 2 0.16 0.98 1 7 Top 3.47 1.57 78.8 2615 661759 55.41 53 5 Knuckle Curve 5 5 5 5 5 5 5 29 0.000 0.011 181 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass
KC 4/16/2022 81.3 -2.59 6.17 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 0 0 -0.28 1.13 2 7 Top 3.56 1.65 79.6 2605 661759 55.39 54 1 Knuckle Curve 5 5 5 5 5 5 5 35 0.000 0.015 183 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball pass
KC 4/16/2022 80.1 -2.67 6.24 Phelps, David 664913 475479 ball 11 R L R TOR OAK B 1 0 -0.91 3.67 2 7 Top 3.51 1.60 78.4 2581 661759 55.48 54 2 Knuckle Curve 5 5 5 5 5 5 5 39 0.000 0.023 184 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 89.1 -2.58 6.14 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 2 0 -0.10 1.09 2 7 Top 3.64 1.60 87.6 2426 661759 55.32 54 3 Cutter 5 5 5 5 5 5 5 194 0.000 0.042 185 -0.7083333 0.7083333 3.760833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.2 -1.76 6.27 Grimm, Justin 606132 518748 called_strike 1 R L R TOR OAK S 0 0 -0.51 3.20 0 7 Bot 3.49 1.71 92.5 2176 661759 53.74 55 1 4-Seam Fastball 5 5 5 5 5 5 5 210 0.000 -0.034 188 -0.7083333 0.7083333 3.610833 1.589167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 83.9 -1.96 6.06 Grimm, Justin 606132 518748 ball 14 R L R TOR OAK B 0 2 2.50 0.51 0 7 Bot 3.49 1.60 83.9 2506 661759 53.71 55 3 Curveball 5 5 5 5 5 5 5 37 0.000 0.017 190 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 -0.7083333 0.7083333 3.820833 1.589167 -0.8291667 0.8291667 ball fail
CU 4/16/2022 83.6 -1.86 6.12 Grimm, Justin 665489 518748 ball 14 R R R TOR OAK B 0 1 1.47 0.75 2 7 Bot 3.59 1.60 83.5 2464 661759 53.78 57 2 Curveball 5 5 5 5 5 5 5 40 0.000 0.011 194 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 -0.7083333 0.7083333 3.380833 1.259167 -0.8291667 0.8291667 strike fail
CU 4/16/2022 79.7 -2.82 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 0 1 0.84 0.87 1 8 Top 3.29 1.35 78.3 2749 661759 54.89 59 2 Curveball 5 5 5 5 5 5 5 56 0.000 0.016 200 -0.7083333 0.7083333 3.410833 1.229167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 81.0 -2.85 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 1 1 1.01 0.94 1 8 Top 3.34 1.38 79.8 2662 661759 54.82 59 3 Curveball 5 5 5 5 5 5 5 83 0.000 0.033 201 -0.7083333 0.7083333 3.460833 1.259167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 93.6 -2.77 5.09 Garcia, Yimi 462101 554340 ball 13 R R R TOR OAK B 2 2 -0.27 0.63 1 8 Top 3.40 1.41 92.3 2210 661759 54.60 59 5 Sinker 5 5 5 5 5 5 5 226 0.000 0.073 203 -0.7083333 0.7083333 3.520833 1.289167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 -0.7083333 0.7083333 3.350833 1.289167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 87.6 -2.83 5.17 Garcia, Yimi 476704 554340 ball 14 R L R TOR OAK B 0 0 1.42 2.26 1 8 Top 3.59 1.85 86.6 2437 661759 54.83 60 1 Slider 5 5 5 5 5 5 5 199 0.000 0.042 205 -0.7083333 0.7083333 3.710833 1.729167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.9 -2.81 5.17 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 1 0 -1.24 1.37 1 8 Top 3.59 1.74 90.5 2138 661759 54.80 60 2 Sinker 5 5 5 5 5 5 5 225 0.000 0.080 206 -0.7083333 0.7083333 3.710833 1.619167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 93.0 -2.88 5.13 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 2 0 -1.29 2.07 1 8 Top 3.56 1.74 91.7 2179 661759 54.84 60 3 Sinker 5 5 5 5 5 5 5 220 0.000 0.108 207 -0.7083333 0.7083333 3.680833 1.619167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 90.7 -2.65 5.20 Garcia, Yimi 476704 554340 ball 11 R L R TOR OAK B 3 0 -1.06 3.10 1 8 Top 3.51 1.63 89.6 2088 661759 54.74 60 4 Sinker 5 5 5 5 5 5 5 230 -0.066 0.150 208 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 94.2 -2.82 5.10 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 0 0 -1.85 2.16 1 8 Top 3.53 1.68 93.3 2192 661759 54.63 61 1 Sinker 5 5 5 5 5 5 5 228 0.000 0.063 209 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 89.4 -2.84 5.12 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 1 0 0.08 2.13 1 8 Top 3.49 1.63 88.7 2455 661759 54.75 61 2 Slider 5 5 5 5 5 5 5 207 0.000 -0.089 210 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 87.1 -2.73 5.22 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 1 1 -0.41 1.29 1 8 Top 3.49 1.68 86.0 1757 661759 54.69 61 3 Changeup 5 5 5 5 5 5 5 246 0.000 0.072 211 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.3 -2.73 5.23 Garcia, Yimi 669221 554340 ball 11 R R R TOR OAK B 2 1 -1.60 2.63 1 8 Top 3.49 1.68 90.7 2078 661759 54.91 61 4 Sinker 5 5 5 5 5 5 5 228 -0.107 0.172 212 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 94.6 -2.88 5.00 Garcia, Yimi 669221 554340 called_strike 5 R R R TOR OAK S 3 1 0.14 2.78 1 8 Top 3.43 1.63 93.9 2285 661759 54.69 61 5 4-Seam Fastball 5 5 5 5 5 5 5 236 0.000 -0.203 213 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 94.3 -2.86 5.03 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 3 2 -0.18 1.98 1 8 Top 3.43 1.63 93.9 2346 661759 54.61 61 6 4-Seam Fastball 5 5 5 5 5 5 5 229 0.164 -0.680 214 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 -0.7083333 0.7083333 3.300833 1.419167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 -0.7083333 0.7083333 3.520833 1.529167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.6 -0.20 6.61 Jiménez, Dany 666971 666204 called_strike 6 R R R TOR OAK S 1 0 0.76 2.90 0 8 Bot 3.48 1.71 80.5 2267 661759 54.87 63 2 Slider 5 5 5 5 5 5 5 115 0.000 -0.043 218 -0.7083333 0.7083333 3.600833 1.589167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.8 -0.27 6.48 Jiménez, Dany 666971 666204 ball 12 R R R TOR OAK B 1 2 0.10 5.78 0 8 Bot 3.55 1.60 93.9 2218 661759 54.73 63 4 4-Seam Fastball 5 5 5 5 5 5 5 192 0.000 0.037 220 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 83.3 -0.08 6.44 Jiménez, Dany 666971 666204 ball 14 R R R TOR OAK B 2 2 0.91 1.35 0 8 Bot 3.55 1.60 82.7 2370 661759 54.74 63 5 Slider 5 5 5 5 5 5 5 92 0.000 0.103 221 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 82.9 -0.18 6.54 Jiménez, Dany 656305 666204 called_strike 6 R R R TOR OAK S 0 0 0.60 2.48 1 8 Bot 3.37 1.57 82.3 2415 661759 54.85 64 1 Slider 5 5 5 5 5 5 5 83 0.000 -0.024 223 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 94.4 0.02 6.45 Jiménez, Dany 656305 666204 ball 12 R R R TOR OAK B 0 1 1.26 3.78 1 8 Bot 3.45 1.57 93.6 2191 661759 54.55 64 2 4-Seam Fastball 5 5 5 5 5 5 5 196 0.000 0.016 224 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 82.1 -0.21 6.45 Jiménez, Dany 656305 666204 called_strike 9 R R R TOR OAK S 1 1 0.75 1.86 1 8 Bot 3.37 1.54 81.6 2395 661759 54.75 64 3 Slider 5 5 5 5 5 5 5 86 0.000 -0.036 225 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 -0.7083333 0.7083333 3.500833 1.519167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 -0.7083333 0.7083333 3.850833 1.559167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.6 -0.21 6.44 Jiménez, Dany 641470 666204 called_strike 9 R L R TOR OAK S 1 0 0.62 2.25 2 8 Bot 3.70 1.65 80.8 2360 661759 54.86 65 2 Slider 5 5 5 5 5 5 5 76 0.000 -0.021 228 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 83.2 -0.01 6.44 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 1 2 0.86 -0.14 2 8 Bot 3.56 1.57 82.9 2290 661759 54.49 65 4 Slider 5 5 5 5 5 5 5 131 0.000 0.014 230 -0.7083333 0.7083333 3.680833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 83.5 -0.23 6.40 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 2 2 1.10 -1.78 2 8 Bot 3.53 1.65 82.3 2252 661759 54.65 65 5 Slider 5 5 5 5 5 5 5 28 0.000 0.033 231 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 81.5 -1.62 6.05 Merryweather, Julian 641856 657240 ball 13 R L R TOR OAK B 0 2 -0.99 1.08 0 9 Top 3.29 1.46 82.2 1299 661759 53.89 66 4 Changeup 5 5 5 5 5 5 5 221 0.000 0.017 236 -0.7083333 0.7083333 3.410833 1.339167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 -0.7083333 0.7083333 3.420833 1.489167 -0.8291667 0.8291667 ball fail
CU 4/16/2022 80.0 -1.79 6.00 Merryweather, Julian 542194 657240 called_strike 1 R R R TOR OAK S 0 0 -0.33 3.21 1 9 Top 3.56 1.71 79.9 2347 661759 54.02 67 1 Curveball 5 5 5 5 5 5 5 25 0.000 -0.024 238 -0.7083333 0.7083333 3.680833 1.589167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 80.4 -1.80 5.99 Merryweather, Julian 542194 657240 ball 11 R R R TOR OAK B 0 2 -1.14 4.13 1 9 Top 3.49 1.65 80.5 2055 661759 53.97 67 6 Curveball 5 5 5 5 5 5 5 33 0.000 0.011 243 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 97.2 -1.88 5.95 Merryweather, Julian 665506 657240 ball 13 R R R TOR OAK B 0 0 -0.11 1.28 1 9 Top 3.51 1.60 97.9 2271 661759 53.76 68 1 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.042 246 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 81.8 -1.78 6.07 Merryweather, Julian 664913 657240 called_strike 9 R L R TOR OAK S 0 0 0.31 2.08 1 9 Top 3.41 1.62 82.5 1374 661759 53.77 69 1 Changeup 5 7 7 5 7 5 7 222 0.000 -0.024 248 -0.7083333 0.7083333 3.530833 1.499167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 80.1 -1.86 6.04 Merryweather, Julian 664913 657240 ball 11 R L R TOR OAK B 0 1 -1.28 4.49 1 9 Top 3.40 1.54 80.2 1812 661759 54.00 69 2 Curveball 5 7 7 5 7 5 7 27 0.000 0.016 249 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike fail
CH 4/16/2022 81.3 -1.65 6.08 Merryweather, Julian 664913 657240 called_strike 4 R L R TOR OAK S 2 1 -0.32 2.45 1 9 Top 3.41 1.54 81.5 1342 661759 53.94 69 4 Changeup 5 7 7 5 7 5 7 222 0.000 -0.046 251 -0.7083333 0.7083333 3.530833 1.419167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 89.0 -1.74 6.02 Merryweather, Julian 640461 657240 called_strike 6 R R R TOR OAK S 0 0 0.79 2.37 2 9 Top 3.62 1.65 89.6 2241 661759 53.82 70 1 Slider 5 7 7 5 7 5 7 352 0.000 -0.017 253 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 96.8 -1.33 6.22 Trivino, Lou 672386 642152 ball 12 R R R TOR OAK B 0 0 1.06 2.37 0 9 Bot 2.93 1.32 96.4 2059 661759 54.06 71 1 4-Seam Fastball 5 7 5 7 7 5 5 227 0.000 0.033 256 -0.7083333 0.7083333 3.050833 1.199167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 96.7 -1.35 6.11 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 1 0 1.51 2.05 0 9 Bot 3.18 1.40 96.4 1960 661759 54.08 71 2 4-Seam Fastball 5 7 5 7 7 5 5 226 0.000 0.063 257 -0.7083333 0.7083333 3.300833 1.279167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.7 -1.41 6.14 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 2 0 0.96 1.55 0 9 Bot 2.96 1.29 96.4 2113 661759 54.14 71 3 Sinker 5 7 5 7 7 5 5 223 0.000 0.134 258 -0.7083333 0.7083333 3.080833 1.169167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 96.3 -1.38 6.21 Trivino, Lou 672386 642152 called_strike 3 R R R TOR OAK S 3 0 0.54 2.75 0 9 Bot 3.04 1.38 95.5 1980 661759 54.30 71 4 4-Seam Fastball 5 7 5 7 7 5 5 219 0.000 -0.076 259 -0.7083333 0.7083333 3.160833 1.259167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 96.9 -1.45 6.16 Trivino, Lou 672386 642152 ball 11 R R R TOR OAK B 3 1 -0.64 3.29 0 9 Bot 3.15 1.46 96.7 2081 661759 54.11 71 5 Sinker 5 7 5 7 7 5 5 221 0.090 0.245 260 -0.7083333 0.7083333 3.270833 1.339167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball fail
CH 4/16/2022 87.6 -1.36 6.09 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 0 2 0.83 1.00 0 9 Bot 3.56 1.49 87.7 1851 661759 53.88 72 3 Changeup 5 7 5 7 7 5 5 261 0.000 0.042 263 -0.7083333 0.7083333 3.680833 1.369167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 97.5 -1.33 6.20 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 1 2 0.53 1.46 0 9 Bot 3.59 1.60 97.0 2123 661759 54.24 72 4 Sinker 5 7 5 7 7 5 5 222 0.000 0.085 264 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 93.8 -1.16 6.28 Trivino, Lou 543807 642152 ball 14 R R R TOR OAK B 0 0 1.66 2.08 1 9 Bot 3.49 1.51 93.7 2237 661759 54.27 73 1 Cutter 5 7 5 7 7 5 5 212 0.000 0.042 266 -0.7083333 0.7083333 3.610833 1.389167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.4 -1.28 6.23 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 1 1 -0.86 4.10 1 9 Bot 3.49 1.49 96.4 2006 661759 54.28 73 3 Sinker 5 7 5 7 7 5 5 244 0.000 0.073 268 -0.7083333 0.7083333 3.610833 1.369167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.0 -1.52 6.14 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 2 1 -0.99 2.84 1 9 Bot 3.45 1.51 88.0 1660 661759 54.12 73 4 Changeup 5 7 5 7 7 5 5 263 0.000 0.102 269 -0.7083333 0.7083333 3.570833 1.389167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.2 -1.42 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 0 0 -2.18 3.94 2 9 Bot 3.48 1.62 96.0 2023 661759 54.28 74 1 Sinker 5 7 5 7 7 5 5 219 0.002 0.032 272 -0.7083333 0.7083333 3.600833 1.499167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.4 -1.45 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 1 1 -1.55 2.95 2 9 Bot 3.49 1.65 88.0 1701 661759 54.32 74 3 Changeup 5 7 5 7 7 5 5 263 0.000 0.036 274 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass

Only the ones identified as incorrect:

incorrect <- identify %>% 
  filter(call == "fail")
incorrect %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px", width = "100%")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id sz_l sz_r new_sz_top new_sz_bot new_sz_l new_sz_r true call
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike fail
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 -0.7083333 0.7083333 3.440833 1.339167 -0.8291667 0.8291667 strike fail
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike fail
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 -0.7083333 0.7083333 3.740833 1.419167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 -0.7083333 0.7083333 3.300833 1.399167 -0.8291667 0.8291667 ball fail
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 -0.7083333 0.7083333 3.610833 1.489167 -0.8291667 0.8291667 ball fail
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 -0.7083333 0.7083333 3.570833 1.589167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 -0.7083333 0.7083333 3.780833 1.599167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 -0.7083333 0.7083333 3.360833 1.369167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 -0.7083333 0.7083333 3.610833 1.639167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 -0.7083333 0.7083333 3.330833 1.309167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 -0.7083333 0.7083333 3.780833 1.569167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 -0.7083333 0.7083333 3.820833 1.589167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 -0.7083333 0.7083333 3.380833 1.259167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 -0.7083333 0.7083333 3.350833 1.289167 -0.8291667 0.8291667 strike fail
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 -0.7083333 0.7083333 3.300833 1.419167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 -0.7083333 0.7083333 3.520833 1.529167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 -0.7083333 0.7083333 3.500833 1.519167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 -0.7083333 0.7083333 3.850833 1.559167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 -0.7083333 0.7083333 3.420833 1.489167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike fail
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball fail
incorrect %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = type)) +
  geom_point() +
  labs(title = "Incorrect Calls", subtitle = "Colored by How the Umpire Called It") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

Finding counts of incorrect calls:

incorrect %>% 
  group_by(balls, strikes) %>% 
  summarize(n())
## `summarise()` has grouped output by 'balls'. You can override using the
## `.groups` argument.
## # A tibble: 7 × 3
## # Groups:   balls [4]
##   balls strikes `n()`
##   <dbl>   <dbl> <int>
## 1     0       0    17
## 2     0       1     1
## 3     1       0     1
## 4     1       1     3
## 5     1       2     3
## 6     2       0     2
## 7     3       2     2

Most of the incorrect calls were made during a 0-0 count

Predictive Modeling

Predicting Incorrect Calls

model <- rpart(type ~ outs_when_up + inning + home_score + away_score + balls + strikes, data = identify)
predictions <- as.data.frame(predict(model))
predictions <- predictions %>% 
  mutate(predict_call = case_when(B > S ~ "ball",
                                  S > B ~ "strike"))
table(predictions$predict_call)
## 
##   ball strike 
##    120     40

This is really close to what the true amount of balls and strikes is

Compare predicted call to actual call

# add predictions to the data frame
pred_m <- calc_long %>% 
  mutate(predict_call = predictions$predict_call)

# find the incorrect calls
identify_pm <- pred_m %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify_pm$call)
## 
## fail pass 
##   29  131

Still produces the same number of fail/pass

Predicting Individual Play Results

First draft:

clean_added <- clean %>% 
  mutate(ump_call = case_when(id %in% incorrect$id ~ "incorrect",
                              TRUE ~ "correct"))

model_outcome <- rpart(description ~ ump_call + outs_when_up + inning + bat_score + fld_score + balls + strikes, data = clean_added)
predictions_outcome <- as.data.frame(predict(model_outcome))

# get the column names of the largest values
predictions_outcome$highest<- (colnames(predictions_outcome)[max.col(predictions_outcome)])

# add in to data frame
clean_added <- clean_added %>% 
  mutate(pred_outcome = predictions_outcome$highest)
fill2 <- which(clean_added$ump_call == "incorrect")
clean_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill2, background = "skyblue") %>% 
  scroll_box(height = "500px")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes game_year pfx_x pfx_z plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id ump_call pred_outcome
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 2022 1.15 1.04 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 incorrect called_strike
FF 4/16/2022 89.5 2.25 6.04 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 1 0 2022 1.19 1.12 1.30 2.14 0 1 Top 3.40 1.57 89.1 2104 661759 54.03 1 2 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.063 2 correct ball
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 2022 -1.24 -1.23 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 incorrect called_strike
FF 4/16/2022 89.5 2.19 6.08 Ryu, Hyun Jin 640461 547943 called_strike 5 R R L TOR OAK S 3 0 2022 1.20 1.13 -0.21 2.27 0 1 Top 3.47 1.52 89.0 2061 661759 54.10 1 4 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.076 4 correct ball
FC 4/16/2022 85.0 2.15 6.06 Ryu, Hyun Jin 640461 547943 hit_into_play 1 R R L TOR OAK X 3 1 2022 -0.25 0.93 -0.48 2.98 0 1 Top 3.47 1.59 84.8 1993 661759 54.14 1 5 Cutter 0 0 0 0 0 0 0 152 0.022 -0.375 5 correct hit_into_play
FF 4/16/2022 88.9 2.01 6.08 Ryu, Hyun Jin 462101 547943 swinging_strike 4 R R L TOR OAK S 0 0 2022 1.23 0.99 -0.31 2.62 1 1 Top 3.37 1.53 88.6 2017 661759 53.93 2 1 4-Seam Fastball 0 0 0 0 0 0 0 133 0.000 -0.024 6 correct ball
FC 4/16/2022 86.1 2.11 6.11 Ryu, Hyun Jin 462101 547943 called_strike 1 R R L TOR OAK S 0 1 2022 0.17 1.00 -0.52 3.24 1 1 Top 3.29 1.38 86.1 2007 661759 54.13 2 2 Cutter 0 0 0 0 0 0 0 156 0.000 -0.031 7 correct ball
FC 4/16/2022 87.3 2.02 6.06 Ryu, Hyun Jin 462101 547943 hit_into_play 13 R R L TOR OAK X 0 2 2022 0.15 1.05 -1.30 2.41 1 1 Top 3.37 1.53 87.4 2003 661759 54.01 2 3 Cutter 0 0 0 0 0 0 0 151 0.015 -0.100 8 correct ball
FF 4/16/2022 90.2 2.14 6.02 Ryu, Hyun Jin 476704 547943 called_strike 3 R R L TOR OAK S 0 0 2022 0.92 1.16 0.66 2.99 2 1 Top 3.51 1.60 90.2 1993 661759 54.03 3 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.017 9 correct ball
CH 4/16/2022 78.7 2.40 5.86 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2022 1.23 0.44 2.14 2.89 2 1 Top 3.45 1.46 78.6 1488 661759 54.13 3 2 Changeup 0 0 0 0 0 0 0 117 0.000 0.011 10 correct ball
CU 4/16/2022 70.6 1.84 6.23 Ryu, Hyun Jin 476704 547943 foul 6 R R L TOR OAK S 1 1 2022 -1.18 -1.32 0.31 2.40 2 1 Top 3.37 1.53 69.7 2586 661759 54.23 3 3 Curveball 0 0 0 0 0 0 0 328 0.000 -0.023 11 correct hit_into_play
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 2022 -0.15 0.69 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 incorrect called_strike
SI 4/16/2022 91.8 -1.88 6.13 Blackburn, Paul 606132 621112 called_strike 7 R L R TOR OAK S 0 0 2022 -1.24 0.77 -0.53 1.71 0 1 Bot 3.49 1.63 91.5 1995 661759 54.34 4 1 Sinker 0 0 0 0 0 0 0 211 0.000 -0.034 13 correct ball
CH 4/16/2022 86.9 -2.00 6.16 Blackburn, Paul 606132 621112 foul 14 R L R TOR OAK S 0 1 2022 -1.27 0.31 0.01 1.47 0 1 Bot 3.49 1.60 86.9 2062 661759 54.23 4 2 Changeup 0 0 0 0 0 0 0 220 0.000 -0.046 14 correct ball
CU 4/16/2022 79.9 -1.90 6.03 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 0 2 2022 0.81 -1.40 0.77 1.91 0 1 Bot 3.49 1.60 79.0 2594 661759 54.38 4 3 Curveball 0 0 0 0 0 0 0 25 0.060 0.714 15 correct ball
FC 4/16/2022 88.6 -1.81 6.09 Blackburn, Paul 666182 621112 swinging_strike 6 R R R TOR OAK S 0 0 2022 0.40 0.59 0.30 2.72 0 1 Bot 3.37 1.53 88.6 2448 661759 54.30 5 1 Cutter 0 0 0 0 0 0 0 181 0.000 -0.056 16 correct ball
SI 4/16/2022 92.6 -1.66 6.08 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 0 1 2022 -1.13 0.98 -0.97 2.54 0 1 Bot 3.37 1.53 92.6 2057 661759 54.25 5 2 Sinker 0 0 0 0 0 0 0 211 -0.010 -0.205 17 correct ball
SI 4/16/2022 92.8 -1.77 5.99 Blackburn, Paul 665489 621112 ball 13 R R R TOR OAK B 0 0 2022 -1.09 1.01 -0.89 1.36 1 1 Bot 3.75 1.63 92.6 1949 661759 54.28 6 1 Sinker 0 0 0 0 0 0 0 208 0.000 0.007 18 correct ball
SI 4/16/2022 89.0 -1.74 6.09 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 1 0 2022 -0.95 0.63 -0.44 1.06 1 1 Bot 3.47 1.59 89.1 2003 661759 54.13 6 2 Sinker 0 0 0 0 0 1 1 225 0.054 0.530 19 correct ball
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 2022 -1.17 1.05 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 incorrect called_strike
SI 4/16/2022 92.9 -1.72 6.01 Blackburn, Paul 666971 621112 called_strike 4 R R R TOR OAK S 1 0 2022 -1.29 0.70 -0.34 2.61 1 1 Bot 3.37 1.60 92.8 1971 661759 54.29 7 2 Sinker 1 0 1 0 0 1 1 211 -0.034 -0.058 21 correct ball
SI 4/16/2022 92.7 -1.67 6.01 Blackburn, Paul 666971 621112 hit_into_play 6 R R R TOR OAK X 1 1 2022 -1.27 0.64 0.55 2.86 2 1 Bot 3.55 1.63 92.7 1979 661759 54.19 7 3 Sinker 1 0 1 0 0 1 1 219 -0.009 -0.093 22 correct hit_into_play
CU 4/16/2022 68.5 2.00 6.36 Ryu, Hyun Jin 669221 547943 ball 12 R R L TOR OAK B 0 0 2022 -1.24 -1.01 0.20 3.67 0 2 Top 3.40 1.54 67.7 2379 661759 54.34 8 1 Curveball 1 0 0 1 0 1 0 321 0.000 0.033 23 correct ball
CH 4/16/2022 78.3 2.16 6.02 Ryu, Hyun Jin 669221 547943 hit_into_play 6 R R L TOR OAK X 1 0 2022 1.25 0.84 0.46 2.44 0 2 Top 3.49 1.60 78.4 1508 661759 53.95 8 2 Changeup 1 0 0 1 0 1 0 120 -0.066 0.600 24 correct ball
CU 4/16/2022 69.9 2.17 6.32 Ryu, Hyun Jin 641914 547943 hit_into_play 1 R R L TOR OAK X 0 0 2022 -1.10 -1.11 -0.53 2.87 0 2 Top 3.37 1.53 69.2 2472 661759 54.25 9 1 Curveball 1 0 0 1 1 1 1 320 -0.106 0.654 25 correct ball
CH 4/16/2022 79.1 2.38 5.95 Ryu, Hyun Jin 675656 547943 foul_bunt 3 R R L TOR OAK S 0 0 2022 1.17 1.11 0.30 2.82 0 2 Top 3.37 1.53 79.4 1727 661759 53.97 10 1 Changeup 1 1 1 1 1 1 1 124 0.000 -0.056 26 correct ball
CH 4/16/2022 79.6 2.35 5.95 Ryu, Hyun Jin 675656 547943 blocked_ball 14 R R L TOR OAK B 0 1 2022 1.34 0.62 0.09 0.48 0 2 Top 3.43 1.57 79.9 1404 661759 53.81 10 2 Changeup 1 1 1 1 1 1 1 124 0.000 0.047 27 correct ball
FC 4/16/2022 84.6 2.03 6.14 Ryu, Hyun Jin 675656 547943 foul 13 R R L TOR OAK S 1 1 2022 0.21 1.05 -1.18 2.21 0 2 Top 3.37 1.53 85.2 1928 661759 53.98 10 3 Cutter 1 1 1 1 1 1 1 151 0.000 -0.090 28 correct hit_into_play
FF 4/16/2022 88.3 2.15 6.04 Ryu, Hyun Jin 675656 547943 hit_into_play 2 R R L TOR OAK X 1 2 2022 1.05 1.12 -0.05 3.10 0 2 Top 3.37 1.53 88.3 2056 661759 53.84 10 4 4-Seam Fastball 1 1 1 1 2 1 2 134 -0.101 1.081 29 correct hit_into_play
FF 4/16/2022 88.0 2.13 6.07 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 0 0 2022 0.90 1.50 0.97 2.83 0 2 Top 3.70 1.79 88.3 2015 661759 53.94 11 1 4-Seam Fastball 1 2 2 1 2 1 2 135 0.000 0.055 30 correct ball
FC 4/16/2022 84.5 2.11 6.13 Ryu, Hyun Jin 542194 547943 swinging_strike 13 R R L TOR OAK S 1 0 2022 -0.30 0.85 -1.19 1.95 0 2 Top 3.49 1.60 84.8 2052 661759 53.96 11 2 Cutter 1 2 2 1 2 1 2 158 0.000 -0.063 31 correct ball
FC 4/16/2022 85.5 2.11 6.14 Ryu, Hyun Jin 542194 547943 hit_into_play 1 R R L TOR OAK X 1 1 2022 -0.07 1.05 -0.67 3.10 0 2 Top 3.49 1.60 85.8 1986 661759 53.95 11 3 Cutter 1 2 2 1 3 1 3 147 -0.088 0.991 32 correct hit_into_play
FF 4/16/2022 87.5 2.07 6.03 Ryu, Hyun Jin 665506 547943 foul 6 R R L TOR OAK S 0 0 2022 0.95 1.28 0.52 2.55 0 2 Top 3.47 1.59 87.6 1928 661759 53.97 12 1 4-Seam Fastball 1 3 3 1 3 1 3 138 0.000 -0.056 33 correct ball
FF 4/16/2022 87.5 2.04 5.99 Ryu, Hyun Jin 665506 547943 ball 14 R R L TOR OAK B 0 1 2022 1.27 1.12 1.16 1.97 0 2 Top 3.47 1.49 87.9 1932 661759 53.90 12 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.047 34 correct ball
FC 4/16/2022 85.6 2.07 6.07 Ryu, Hyun Jin 665506 547943 hit_into_play 2 R R L TOR OAK X 1 1 2022 0.46 1.11 -0.07 3.16 0 2 Top 3.47 1.59 85.8 1959 661759 54.06 12 3 Cutter 1 3 3 1 3 1 3 150 0.032 -0.341 35 correct hit_into_play
FF 4/16/2022 87.9 1.95 6.07 Ryu, Hyun Jin 623515 547943 called_strike 2 R R L TOR OAK S 0 0 2022 1.12 1.01 -0.12 3.33 1 2 Top 3.51 1.57 87.9 1963 661759 54.04 13 1 4-Seam Fastball 1 3 3 1 3 1 3 136 0.000 -0.043 36 correct ball
CU 4/16/2022 71.9 1.89 6.18 Ryu, Hyun Jin 623515 547943 blocked_ball 13 R R L TOR OAK B 0 1 2022 -0.99 -1.28 -1.67 0.31 1 2 Top 3.47 1.60 71.5 2613 661759 54.00 13 2 Curveball 1 3 3 1 3 1 3 328 0.000 0.029 37 correct ball
CU 4/16/2022 71.6 1.79 6.25 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 1 2022 -1.04 -1.31 0.56 2.25 1 2 Top 3.47 1.59 71.1 2662 661759 54.02 13 3 Curveball 1 3 3 1 3 1 3 326 0.026 -0.305 38 correct hit_into_play
FC 4/16/2022 85.3 2.02 6.03 Ryu, Hyun Jin 640461 547943 ball 13 R R L TOR OAK B 0 0 2022 -0.15 0.74 -1.18 2.05 2 2 Top 3.47 1.60 85.9 2004 661759 53.86 14 1 Cutter 1 3 3 1 3 1 3 155 0.000 0.037 39 correct ball
FC 4/16/2022 85.0 1.98 6.02 Ryu, Hyun Jin 640461 547943 foul 1 R R L TOR OAK S 1 0 2022 0.12 0.96 -0.60 3.09 2 2 Top 3.47 1.59 85.9 1934 661759 53.77 14 2 Cutter 1 3 3 1 3 1 3 157 0.000 -0.053 40 correct ball
FC 4/16/2022 85.6 2.06 6.02 Ryu, Hyun Jin 640461 547943 hit_into_play 2 R R L TOR OAK X 1 1 2022 0.56 1.10 -0.15 3.36 2 2 Top 3.47 1.59 86.4 1863 661759 53.97 14 3 Cutter 1 3 3 1 3 1 3 146 0.026 -0.298 41 correct hit_into_play
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 2022 -1.17 0.92 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 incorrect called_strike
SL 4/16/2022 80.8 -1.71 6.12 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 0 1 2022 0.91 -0.67 1.39 1.06 0 2 Bot 3.37 1.57 80.3 2550 661759 54.35 15 2 Slider 1 3 1 3 3 1 1 26 0.000 0.025 43 correct ball
SI 4/16/2022 92.7 -1.63 5.97 Blackburn, Paul 656305 621112 ball 13 R R R TOR OAK B 1 1 2022 -0.83 0.94 -0.50 1.35 0 2 Bot 3.48 1.54 92.9 1851 661759 54.16 15 3 Sinker 1 3 1 3 3 1 1 208 0.000 0.049 44 correct ball
CH 4/16/2022 87.7 -1.65 6.19 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 2 1 2022 -1.18 0.93 0.00 0.72 0 2 Bot 3.45 1.63 87.8 1909 661759 54.06 15 4 Changeup 1 3 1 3 3 1 1 220 0.000 0.114 45 correct hit_into_play
SI 4/16/2022 93.3 -1.56 6.01 Blackburn, Paul 656305 621112 called_strike 9 R R R TOR OAK S 3 1 2022 -1.10 0.83 0.78 1.60 0 2 Bot 3.53 1.68 93.5 1963 661759 54.17 15 5 Sinker 1 3 1 3 3 1 1 205 0.000 -0.076 46 correct hit_into_play
SI 4/16/2022 92.6 -1.47 6.01 Blackburn, Paul 656305 621112 foul 3 R R R TOR OAK S 3 2 2022 -1.04 1.02 0.58 3.34 0 2 Bot 3.37 1.53 92.8 2062 661759 54.12 15 6 Sinker 1 3 1 3 3 1 1 202 0.000 0.000 47 correct hit_into_play
SI 4/16/2022 93.6 -1.61 5.96 Blackburn, Paul 656305 621112 swinging_strike 9 R R R TOR OAK S 3 2 2022 -1.22 0.71 0.28 1.84 0 2 Bot 3.37 1.53 93.8 2069 661759 54.07 15 7 Sinker 1 3 1 3 3 1 1 206 -0.024 -0.299 48 correct hit_into_play
SI 4/16/2022 93.3 -1.70 5.93 Blackburn, Paul 641470 621112 ball 13 R L R TOR OAK B 0 0 2022 -1.19 0.79 -1.36 1.60 1 2 Bot 3.67 1.65 93.3 1950 661759 54.17 16 1 Sinker 1 3 1 3 3 1 1 212 0.000 0.023 49 correct ball
CH 4/16/2022 88.5 -1.73 6.05 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 1 0 2022 -1.26 0.56 0.59 0.43 1 2 Bot 3.70 1.63 88.7 2030 661759 54.04 16 2 Changeup 1 3 1 3 3 1 1 224 0.000 0.044 50 correct ball
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 2022 -1.26 0.64 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 incorrect called_strike
SI 4/16/2022 92.3 -1.75 6.04 Blackburn, Paul 641470 621112 swinging_strike 11 R L R TOR OAK S 2 1 2022 -1.14 0.93 -1.25 3.40 1 2 Bot 3.49 1.60 92.5 1980 661759 54.18 16 4 Sinker 1 3 1 3 3 1 1 209 0.000 -0.046 52 correct hit_into_play
FF 4/16/2022 93.9 -1.80 5.90 Blackburn, Paul 641470 621112 hit_into_play 5 R L R TOR OAK X 2 2 2022 -0.55 1.50 -0.25 2.43 1 2 Bot 3.49 1.60 93.8 2276 661759 54.17 16 5 4-Seam Fastball 1 3 1 3 3 1 1 210 0.027 0.284 53 correct hit_into_play
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 2022 -1.18 0.89 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 incorrect called_strike
FC 4/16/2022 87.7 -1.52 6.09 Blackburn, Paul 672386 621112 ball 12 R R R TOR OAK B 0 1 2022 0.30 0.39 0.37 3.76 1 2 Bot 3.26 1.49 87.4 2562 661759 54.42 17 2 Cutter 1 3 1 3 3 1 1 159 0.000 0.031 55 correct ball
CH 4/16/2022 87.3 -1.65 6.07 Blackburn, Paul 672386 621112 ball 14 R R R TOR OAK B 1 1 2022 -1.21 0.52 0.92 0.84 1 2 Bot 3.26 1.46 87.3 1948 661759 54.12 17 3 Changeup 1 3 1 3 3 1 1 218 0.000 0.073 56 correct ball
SI 4/16/2022 92.3 -1.51 5.97 Blackburn, Paul 672386 621112 hit_into_play 2 R R R TOR OAK X 2 1 2022 -1.11 0.77 0.06 3.05 1 2 Bot 3.26 1.48 92.2 1995 661759 54.20 17 4 Sinker 1 3 1 3 3 1 1 205 -0.030 -0.357 57 correct hit_into_play
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 2022 0.42 0.17 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 incorrect called_strike
SI 4/16/2022 92.3 -1.55 6.09 Blackburn, Paul 669289 621112 ball 11 R R R TOR OAK B 0 1 2022 -1.02 0.96 -1.09 2.81 2 2 Bot 3.59 1.60 92.5 2002 661759 54.18 18 2 Sinker 1 3 1 3 3 1 1 206 0.000 0.026 59 correct ball
FF 4/16/2022 92.7 -1.44 6.00 Blackburn, Paul 669289 621112 called_strike 3 R R R TOR OAK S 1 1 2022 -0.47 1.32 0.68 3.06 2 2 Bot 3.48 1.57 92.5 2157 661759 54.14 18 3 4-Seam Fastball 1 3 1 3 3 1 1 211 0.000 -0.051 60 correct ball
SI 4/16/2022 93.4 -1.50 6.03 Blackburn, Paul 669289 621112 hit_into_play 7 R R R TOR OAK X 1 2 2022 -1.06 0.85 -0.31 1.96 2 2 Bot 3.30 1.50 93.5 1989 661759 54.16 18 4 Sinker 1 3 1 3 3 1 1 207 -0.025 -0.158 61 correct ball
FF 4/16/2022 87.6 2.25 6.02 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 0 0 2022 1.03 1.38 1.34 2.39 0 3 Top 3.32 1.41 87.7 1903 661759 53.99 19 1 4-Seam Fastball 1 3 3 1 3 1 3 134 0.000 0.033 62 correct ball
CU 4/16/2022 70.2 1.97 6.26 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 1 0 2022 -1.22 -1.18 0.71 3.66 0 3 Top 3.10 1.35 69.7 2489 661759 54.16 19 2 Curveball 1 3 3 1 3 1 3 319 0.000 0.063 63 correct ball
FF 4/16/2022 88.3 2.14 5.91 Ryu, Hyun Jin 462101 547943 foul 8 R R L TOR OAK S 2 0 2022 1.03 1.40 -0.04 1.88 0 3 Top 3.37 1.53 88.7 1986 661759 53.78 19 3 4-Seam Fastball 1 3 3 1 3 1 3 130 0.000 -0.056 64 correct ball
FC 4/16/2022 86.0 2.08 6.06 Ryu, Hyun Jin 462101 547943 ball 11 R R L TOR OAK B 2 1 2022 0.11 0.76 -1.42 2.85 0 3 Top 3.29 1.41 86.4 1973 661759 53.95 19 4 Cutter 1 3 3 1 3 1 3 150 0.000 0.114 65 correct hit_into_play
FF 4/16/2022 89.6 2.10 5.94 Ryu, Hyun Jin 462101 547943 hit_into_play 2 R R L TOR OAK X 3 1 2022 0.98 1.28 0.00 2.85 0 3 Top 3.37 1.53 89.8 1972 661759 54.06 19 5 4-Seam Fastball 1 3 3 1 3 1 3 134 0.017 -0.375 66 correct hit_into_play
CH 4/16/2022 79.9 2.22 5.86 Ryu, Hyun Jin 476704 547943 swinging_strike 6 R R L TOR OAK S 0 0 2022 1.13 1.21 0.54 2.54 1 3 Top 3.37 1.53 80.2 1635 661759 53.88 20 1 Changeup 1 3 3 1 3 1 3 124 0.000 -0.024 67 correct ball
FF 4/16/2022 89.1 2.04 5.92 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2022 1.00 1.11 1.39 2.54 1 3 Top 3.45 1.54 89.8 1926 661759 53.92 20 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.016 68 correct ball
CH 4/16/2022 79.4 2.15 5.84 Ryu, Hyun Jin 476704 547943 hit_into_play 7 R R L TOR OAK X 1 1 2022 1.02 1.26 -0.32 1.88 1 3 Top 3.37 1.53 79.8 1723 661759 53.88 20 3 Changeup 1 3 3 1 3 1 3 123 -0.018 0.270 69 correct hit_into_play
CU 4/16/2022 71.8 1.86 6.18 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 0 0 2022 -1.07 -1.10 -0.77 1.37 1 3 Top 3.45 1.60 71.3 2538 661759 54.10 21 1 Curveball 1 3 3 1 3 1 3 324 0.000 0.042 70 correct ball
FC 4/16/2022 84.8 1.97 6.14 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 1 0 2022 0.04 0.64 -1.32 2.01 1 3 Top 3.49 1.60 85.3 1963 661759 53.87 21 2 Cutter 1 3 3 1 3 1 3 157 0.000 0.080 71 correct ball
FF 4/16/2022 88.2 2.09 5.87 Ryu, Hyun Jin 669221 547943 hit_into_play 5 R R L TOR OAK X 2 0 2022 1.10 1.29 0.23 2.65 1 3 Top 3.49 1.60 88.6 2015 661759 53.78 21 3 4-Seam Fastball 1 3 3 1 5 1 5 128 -0.137 1.597 72 correct ball
CU 4/16/2022 71.5 1.91 6.13 Ryu, Hyun Jin 641914 547943 hit_into_play 8 R R L TOR OAK X 0 0 2022 -1.19 -1.21 -0.22 2.01 1 3 Top 3.37 1.53 70.8 2631 661759 54.12 22 1 Curveball 1 5 5 1 5 1 5 322 0.006 -0.156 73 correct ball
CH 4/16/2022 78.8 2.23 5.87 Ryu, Hyun Jin 675656 547943 hit_into_play 14 R R L TOR OAK X 0 0 2022 1.33 1.03 0.83 2.34 2 3 Top 3.37 1.53 78.9 1564 661759 53.90 23 1 Changeup 1 5 5 1 5 1 5 122 0.005 -0.099 74 correct ball
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 2022 0.93 -1.36 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 incorrect called_strike
FC 4/16/2022 87.2 -1.64 6.09 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 0 1 2022 0.55 0.55 1.03 3.87 0 3 Bot 3.67 1.74 87.5 2543 661759 54.37 24 2 Cutter 1 5 1 5 5 1 1 153 0.000 0.025 76 correct ball
CH 4/16/2022 88.0 -1.60 6.05 Blackburn, Paul 605548 621112 ball 14 R L R TOR OAK B 1 1 2022 -1.08 0.71 0.26 1.19 0 3 Bot 3.70 1.79 88.1 1962 661759 54.19 24 3 Changeup 1 5 1 5 5 1 1 219 0.000 0.049 77 correct ball
CH 4/16/2022 86.4 -1.72 6.11 Blackburn, Paul 605548 621112 swinging_strike 13 R L R TOR OAK S 2 1 2022 -1.08 0.36 -1.21 2.31 0 3 Bot 3.55 1.63 86.4 1763 661759 54.31 24 4 Changeup 1 5 1 5 5 1 1 218 0.000 -0.066 78 correct hit_into_play
CU 4/16/2022 79.9 -1.73 5.96 Blackburn, Paul 605548 621112 hit_into_play 7 R L R TOR OAK X 2 2 2022 0.85 -1.47 -0.39 2.18 0 3 Bot 3.55 1.63 79.0 2648 661759 54.35 24 5 Curveball 1 5 1 5 5 1 1 33 -0.019 -0.195 79 correct hit_into_play
SI 4/16/2022 91.5 -1.73 5.93 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 0 2022 -1.10 0.86 -1.06 2.53 1 3 Bot 3.53 1.63 91.6 2026 661759 54.20 25 1 Sinker 1 5 1 5 5 1 1 215 0.000 0.023 80 correct ball
CH 4/16/2022 86.9 -1.66 6.13 Blackburn, Paul 606132 621112 hit_into_play 5 R L R TOR OAK X 1 0 2022 -1.15 0.37 -0.05 2.20 1 3 Bot 3.49 1.60 87.1 1966 661759 54.22 25 2 Changeup 1 5 1 5 5 1 1 213 -0.012 -0.178 81 correct ball
SL 4/16/2022 79.8 -1.59 6.05 Blackburn, Paul 666182 621112 foul 9 R R R TOR OAK S 0 0 2022 1.45 -0.86 0.46 1.86 2 3 Bot 3.37 1.53 79.3 2675 661759 54.30 26 1 Slider 1 5 1 5 5 1 1 36 0.000 -0.017 82 correct ball
SL 4/16/2022 80.6 -1.72 5.88 Blackburn, Paul 666182 621112 ball 14 R R R TOR OAK B 0 1 2022 1.46 -0.88 1.34 1.78 2 3 Bot 3.73 1.71 80.1 2702 661759 54.24 26 2 Slider 1 5 1 5 5 1 1 40 0.000 0.011 83 correct ball
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 2022 -0.95 0.83 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 incorrect called_strike
SI 4/16/2022 92.5 -1.55 5.94 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 1 2 2022 -0.93 0.86 -1.04 2.89 2 3 Bot 3.37 1.53 92.8 1995 661759 54.12 26 4 Sinker 1 5 1 5 5 1 1 207 -0.007 -0.070 85 correct ball
FF 4/16/2022 88.1 2.01 5.92 Ryu, Hyun Jin 542194 547943 called_strike 8 R R L TOR OAK S 0 0 2022 0.84 1.37 -0.08 1.71 0 4 Top 3.62 1.71 88.4 1913 661759 53.83 27 1 4-Seam Fastball 1 5 5 1 5 1 5 135 0.000 -0.034 86 correct ball
FC 4/16/2022 84.1 2.10 6.01 Ryu, Hyun Jin 542194 547943 ball 14 R R L TOR OAK B 0 1 2022 -0.03 0.72 1.52 2.71 0 4 Top 3.73 1.74 84.8 1917 661759 53.97 27 2 Cutter 1 5 5 1 5 1 5 156 0.000 0.025 87 correct ball
FC 4/16/2022 86.6 2.06 6.05 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 1 1 2022 0.24 1.11 0.19 4.65 0 4 Top 3.78 1.79 87.1 1984 661759 53.96 27 3 Cutter 1 5 5 1 5 1 5 149 0.000 0.049 88 correct hit_into_play
CH 4/16/2022 80.1 2.29 5.89 Ryu, Hyun Jin 542194 547943 hit_into_play 6 R R L TOR OAK X 2 1 2022 1.20 0.48 0.74 2.37 0 4 Top 3.49 1.60 80.2 1546 661759 53.88 27 4 Changeup 1 5 5 1 5 1 5 119 0.008 -0.261 89 correct hit_into_play
CU 4/16/2022 71.6 1.91 6.13 Ryu, Hyun Jin 665506 547943 ball 13 R R L TOR OAK B 0 0 2022 -1.09 -1.13 -0.60 0.49 1 4 Top 3.47 1.63 71.3 2647 661759 54.08 28 1 Curveball 1 5 5 1 5 1 5 326 0.000 0.023 90 correct ball
CH 4/16/2022 80.0 2.24 5.92 Ryu, Hyun Jin 665506 547943 swinging_strike 6 R R L TOR OAK S 1 0 2022 1.09 1.22 0.31 2.35 1 4 Top 3.47 1.59 80.5 1648 661759 53.69 28 2 Changeup 1 5 5 1 5 1 5 123 0.000 -0.031 91 correct ball
CH 4/16/2022 79.0 2.17 5.88 Ryu, Hyun Jin 665506 547943 hit_into_play 14 R R L TOR OAK X 1 1 2022 1.02 1.20 1.24 2.38 1 4 Top 3.47 1.59 79.1 1617 661759 53.99 28 3 Changeup 1 5 5 1 5 1 5 117 0.006 -0.148 92 correct hit_into_play
FF 4/16/2022 90.0 2.09 5.83 Ryu, Hyun Jin 623515 547943 ball 14 R R L TOR OAK B 0 0 2022 1.15 1.24 0.00 0.92 2 4 Top 3.47 1.57 90.1 2030 661759 53.85 29 1 4-Seam Fastball 1 5 5 1 5 1 5 133 0.000 0.015 93 correct ball
FF 4/16/2022 89.7 2.19 5.90 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 0 2022 1.23 1.22 0.65 2.21 2 4 Top 3.47 1.59 90.1 1986 661759 53.76 29 2 4-Seam Fastball 1 5 5 1 5 1 5 131 0.005 -0.114 94 correct ball
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 2022 -1.06 1.04 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 incorrect called_strike
SI 4/16/2022 92.2 -1.63 5.96 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 0 1 2022 -1.24 0.62 -1.11 2.27 0 4 Bot 3.47 1.59 92.2 2094 661759 54.20 30 2 Sinker 1 5 1 5 5 1 1 203 -0.019 -0.187 96 correct ball
SL 4/16/2022 80.1 -1.76 5.98 Blackburn, Paul 666971 621112 called_strike 6 R R R TOR OAK S 0 0 2022 1.65 -0.59 0.32 2.64 1 4 Bot 3.59 1.71 79.5 2602 661759 54.40 31 1 Slider 1 5 1 5 5 1 1 41 0.000 -0.024 97 correct ball
SI 4/16/2022 91.6 -1.55 5.99 Blackburn, Paul 666971 621112 ball 13 R R R TOR OAK B 0 1 2022 -1.45 0.73 -1.39 0.63 1 4 Bot 3.55 1.65 91.3 2066 661759 54.18 31 2 Sinker 1 5 1 5 5 1 1 208 0.000 0.016 98 correct ball
SI 4/16/2022 92.8 -1.55 5.96 Blackburn, Paul 666971 621112 ball 14 R R R TOR OAK B 1 1 2022 -0.86 0.87 0.01 0.42 1 4 Bot 3.48 1.68 92.9 2066 661759 54.16 31 3 Sinker 1 5 1 5 5 1 1 221 0.000 0.033 99 correct ball
CH 4/16/2022 87.0 -1.49 6.08 Blackburn, Paul 666971 621112 hit_into_play 5 R R R TOR OAK X 2 1 2022 -0.83 0.31 -0.19 2.54 1 4 Bot 3.55 1.63 87.3 1835 661759 54.21 31 4 Changeup 1 5 1 5 5 1 1 214 0.021 0.237 100 correct hit_into_play
CH 4/16/2022 86.8 -1.56 6.12 Blackburn, Paul 656305 621112 foul 5 R R R TOR OAK S 0 0 2022 -0.79 0.35 -0.18 2.28 1 4 Bot 3.37 1.53 87.2 1763 661759 54.18 32 1 Changeup 1 5 1 5 5 1 1 214 0.000 -0.048 101 correct ball
CU 4/16/2022 80.3 -1.46 6.08 Blackburn, Paul 656305 621112 blocked_ball 14 R R R TOR OAK B 0 1 2022 0.78 -1.60 0.80 0.65 1 4 Bot 3.37 1.57 79.7 2821 661759 54.23 32 2 Curveball 1 5 1 5 5 1 1 25 0.000 0.031 102 correct ball
SI 4/16/2022 92.0 -1.42 6.02 Blackburn, Paul 656305 621112 hit_into_play 4 R R R TOR OAK X 1 1 2022 -0.98 0.83 -0.75 2.78 1 4 Bot 3.37 1.53 92.2 1887 661759 54.22 32 3 Sinker 1 5 1 5 5 1 1 206 0.034 0.499 103 correct ball
CH 4/16/2022 87.3 -1.54 6.12 Blackburn, Paul 641470 621112 called_strike 5 R L R TOR OAK S 0 0 2022 -0.97 0.95 -0.07 3.00 1 4 Bot 3.64 1.68 87.1 1898 661759 54.25 33 1 Changeup 1 5 1 5 5 1 1 215 0.000 -0.081 104 correct ball
CH 4/16/2022 86.6 -1.67 6.06 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 0 1 2022 -0.93 0.81 0.38 1.02 1 4 Bot 3.67 1.60 86.7 1809 661759 54.06 33 2 Changeup 1 5 1 5 5 1 1 220 0.000 0.055 105 correct ball
SI 4/16/2022 91.3 -1.50 6.13 Blackburn, Paul 641470 621112 ball 11 R L R TOR OAK B 1 1 2022 -0.86 1.05 -1.18 4.37 1 4 Bot 3.70 1.68 91.3 1976 661759 54.18 33 3 Sinker 1 5 1 5 5 1 1 211 0.000 0.072 106 correct ball
CH 4/16/2022 86.3 -1.57 6.12 Blackburn, Paul 641470 621112 swinging_strike 13 R L R TOR OAK S 2 1 2022 -1.03 0.79 -1.20 2.42 1 4 Bot 3.49 1.60 86.3 1778 661759 54.22 33 4 Changeup 1 5 1 5 5 1 1 208 0.000 -0.130 107 correct hit_into_play
CH 4/16/2022 87.7 -1.50 6.11 Blackburn, Paul 641470 621112 foul 9 R L R TOR OAK S 2 2 2022 -0.82 0.89 0.33 1.64 1 4 Bot 3.49 1.60 87.8 1975 661759 54.06 33 5 Changeup 1 5 1 5 5 1 1 213 0.000 0.000 108 correct hit_into_play
CH 4/16/2022 87.7 -1.58 6.09 Blackburn, Paul 641470 621112 hit_into_play 7 R L R TOR OAK X 2 2 2022 -0.89 0.50 -0.77 2.00 1 4 Bot 3.49 1.60 87.9 1900 661759 54.21 33 6 Changeup 1 5 1 5 5 2 2 210 0.080 0.994 109 correct hit_into_play
SL 4/16/2022 79.6 -1.64 5.96 Blackburn, Paul 672386 621112 called_strike 3 R R R TOR OAK S 0 0 2022 1.04 -0.88 0.29 2.87 1 4 Bot 3.23 1.46 79.2 2639 661759 54.28 34 1 Slider 2 5 2 5 5 2 2 45 0.000 -0.081 110 correct ball
SL 4/16/2022 79.3 -1.63 5.97 Blackburn, Paul 672386 621112 hit_into_play 6 R R R TOR OAK X 0 1 2022 1.02 -0.88 0.77 2.30 1 4 Bot 3.26 1.48 78.7 2696 661759 54.35 34 2 Slider 2 5 2 5 5 2 2 38 -0.095 -0.534 111 correct ball
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 2022 -0.20 1.39 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 incorrect called_strike
SL 4/16/2022 81.3 -1.49 5.45 Thornton, Trent 640461 663423 hit_into_play 9 R R R TOR OAK X 0 1 2022 1.19 -0.30 0.79 2.11 0 5 Top 3.47 1.59 81.1 2847 661759 54.39 35 2 Slider 2 5 5 2 5 2 5 59 -0.018 0.429 113 correct ball
SI 4/16/2022 91.4 -0.80 5.87 Thornton, Trent 462101 663423 ball 11 R R R TOR OAK B 0 0 2022 -0.99 1.07 -1.58 3.71 0 5 Top 3.18 1.43 91.1 2142 661759 54.43 36 1 Sinker 2 5 5 2 5 2 5 199 0.000 0.059 114 correct ball
FF 4/16/2022 93.5 -0.77 5.82 Thornton, Trent 462101 663423 called_strike 6 R R R TOR OAK S 1 0 2022 -0.18 1.38 0.65 2.52 0 5 Top 3.18 1.35 93.1 2305 661759 54.41 36 2 4-Seam Fastball 2 5 5 2 5 2 5 204 0.000 -0.074 115 correct ball
SI 4/16/2022 89.9 -0.72 5.71 Thornton, Trent 462101 663423 hit_into_play 7 R R R TOR OAK X 1 1 2022 -0.86 0.88 -0.76 2.00 0 5 Top 3.37 1.53 89.8 2056 661759 54.36 36 3 Sinker 2 5 5 2 5 2 5 200 0.038 -0.494 116 correct ball
FF 4/16/2022 93.4 -0.82 5.75 Thornton, Trent 476704 663423 ball 13 R L R TOR OAK B 0 0 2022 -0.39 1.25 -0.20 0.47 2 5 Top 3.53 1.65 92.8 2226 661759 54.31 37 1 4-Seam Fastball 2 5 5 2 5 2 5 202 0.000 0.015 117 correct ball
CU 4/16/2022 78.6 -0.76 5.96 Thornton, Trent 476704 663423 ball 14 R L R TOR OAK B 1 0 2022 0.67 -1.37 0.82 0.90 2 5 Top 3.45 1.57 77.8 3001 661759 54.62 37 2 Curveball 2 5 5 2 5 2 5 25 0.000 0.023 118 correct ball
FF 4/16/2022 92.2 -0.61 5.77 Thornton, Trent 476704 663423 called_strike 4 R L R TOR OAK S 2 0 2022 -0.33 1.67 -0.40 2.30 2 5 Top 3.48 1.65 91.8 2416 661759 54.35 37 3 4-Seam Fastball 2 5 5 2 5 2 5 205 0.000 -0.023 119 correct ball
SL 4/16/2022 80.8 -1.37 5.43 Thornton, Trent 476704 663423 hit_into_play 12 R L R TOR OAK X 2 1 2022 1.33 -0.26 1.26 2.63 2 5 Top 3.37 1.53 80.3 2929 661759 54.49 37 4 Slider 2 5 5 2 5 2 5 64 0.005 -0.114 120 correct hit_into_play
CH 4/16/2022 86.6 -1.65 6.08 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 0 0 2022 -1.05 0.54 0.08 0.92 0 5 Bot 3.51 1.54 86.9 1884 661759 54.12 38 1 Changeup 2 5 2 5 5 2 2 218 0.000 0.033 121 correct ball
FC 4/16/2022 85.4 -1.52 6.09 Blackburn, Paul 669289 621112 called_strike 9 R R R TOR OAK S 1 0 2022 0.63 0.13 0.73 1.78 0 5 Bot 3.53 1.60 85.7 2595 661759 54.24 38 2 Cutter 2 5 2 5 5 2 2 129 0.000 -0.043 122 correct ball
SI 4/16/2022 90.3 -1.49 6.01 Blackburn, Paul 669289 621112 foul 4 R R R TOR OAK S 1 1 2022 -0.90 0.81 -0.63 2.66 0 5 Bot 3.30 1.50 90.4 2125 661759 54.30 38 3 Sinker 2 5 2 5 5 2 2 209 0.000 -0.054 123 correct ball
SI 4/16/2022 93.1 -1.43 5.94 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 1 2 2022 -1.01 0.80 2.30 2.24 0 5 Bot 3.48 1.54 93.2 2233 661759 54.13 38 4 Sinker 2 5 2 5 5 2 2 205 0.000 0.037 124 correct ball
SL 4/16/2022 79.0 -1.73 5.93 Blackburn, Paul 669289 621112 swinging_strike 6 R R R TOR OAK S 2 2 2022 1.74 -0.60 0.57 2.20 0 5 Bot 3.30 1.50 78.4 2596 661759 54.25 38 5 Slider 2 5 2 5 5 2 2 39 -0.025 -0.195 125 correct hit_into_play
CH 4/16/2022 87.0 -1.63 6.07 Blackburn, Paul 605548 621112 ball 11 R L R TOR OAK B 0 0 2022 -1.22 0.43 -1.53 2.85 1 5 Bot 3.73 1.76 86.9 1920 661759 54.25 39 1 Changeup 2 5 2 5 5 2 2 212 0.000 0.023 126 correct ball
CH 4/16/2022 85.9 -1.62 6.03 Blackburn, Paul 605548 621112 swinging_strike 8 R L R TOR OAK S 1 0 2022 -1.16 0.44 -0.04 1.64 1 5 Bot 3.55 1.63 86.2 1925 661759 54.14 39 2 Changeup 2 5 2 5 5 2 2 218 0.000 -0.031 127 correct ball
SI 4/16/2022 91.7 -1.80 5.88 Blackburn, Paul 605548 621112 swinging_strike 11 R L R TOR OAK S 1 1 2022 -1.26 0.86 -1.27 2.84 1 5 Bot 3.55 1.63 92.0 2075 661759 54.12 39 3 Sinker 2 5 2 5 5 2 2 207 0.000 -0.036 128 correct ball
FF 4/16/2022 92.0 -1.73 5.88 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 1 2 2022 -0.62 1.39 0.20 4.91 1 5 Bot 3.73 1.79 91.7 2268 661759 54.21 39 4 4-Seam Fastball 2 5 2 5 5 2 2 213 0.000 0.023 129 correct ball
SL 4/16/2022 80.4 -1.71 5.84 Blackburn, Paul 605548 621112 called_strike 14 R L R TOR OAK S 2 2 2022 1.52 -0.97 0.61 1.67 1 5 Bot 3.75 1.79 79.7 2764 661759 54.23 39 5 Slider 2 5 2 5 5 2 2 38 -0.016 -0.134 130 correct hit_into_play
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 2022 1.58 -0.75 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 incorrect called_strike
SL 4/16/2022 77.9 -1.98 5.84 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 1 2022 1.56 -1.01 -1.60 1.98 2 5 Bot 3.53 1.63 77.0 2709 661759 54.43 40 2 Slider 2 5 2 5 5 2 2 42 0.000 0.011 132 correct ball
FC 4/16/2022 85.8 -1.61 5.91 Blackburn, Paul 606132 621112 ball 12 R L R TOR OAK B 1 1 2022 0.86 0.25 1.19 3.71 2 5 Bot 3.51 1.68 85.8 2602 661759 54.28 40 3 Cutter 2 5 2 5 5 2 2 126 0.000 0.021 133 correct ball
CH 4/16/2022 87.0 -1.61 6.06 Blackburn, Paul 606132 621112 ball 14 R L R TOR OAK B 2 1 2022 -1.11 0.15 1.53 0.56 2 5 Bot 3.48 1.74 87.0 1914 661759 54.21 40 4 Changeup 2 5 2 5 5 2 2 219 0.000 0.039 134 correct hit_into_play
SI 4/16/2022 91.2 -1.66 5.91 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 3 1 2022 -1.00 0.50 0.41 1.88 2 5 Bot 3.49 1.60 91.2 2068 661759 54.20 40 5 Sinker 2 5 2 5 5 2 2 215 -0.010 -0.153 135 correct hit_into_play
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 2022 1.47 0.00 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 incorrect called_strike
SL 4/16/2022 79.4 -1.59 5.38 Thornton, Trent 669221 663423 hit_into_play 5 R R R TOR OAK X 0 1 2022 1.56 -0.12 0.16 2.72 0 6 Top 3.49 1.60 78.6 2892 661759 54.71 41 2 Slider 2 5 5 2 5 2 5 67 0.010 -0.187 137 correct ball
FF 4/16/2022 93.2 -0.60 5.86 Thornton, Trent 641914 663423 called_strike 3 R R R TOR OAK S 0 0 2022 -0.06 1.66 0.33 3.20 1 6 Top 3.37 1.49 93.0 2357 661759 54.47 42 1 4-Seam Fastball 2 5 5 2 5 2 5 196 0.000 -0.024 138 correct ball
FF 4/16/2022 93.3 -0.72 5.82 Thornton, Trent 641914 663423 foul 3 R R R TOR OAK S 0 1 2022 -0.06 1.57 0.45 3.12 1 6 Top 3.37 1.53 93.0 2328 661759 54.46 42 2 4-Seam Fastball 2 5 5 2 5 2 5 197 0.000 -0.031 139 correct ball
FF 4/16/2022 92.9 -0.76 5.83 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 0 2 2022 -0.31 1.62 0.94 2.03 1 6 Top 3.45 1.57 92.8 2463 661759 54.32 42 3 4-Seam Fastball 2 5 5 2 5 2 5 198 0.000 0.011 140 correct ball
SL 4/16/2022 82.3 -1.47 5.31 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 1 2 2022 1.48 0.35 2.36 1.56 1 6 Top 3.48 1.57 81.6 2916 661759 54.51 42 4 Slider 2 5 5 2 5 2 5 71 0.000 0.023 141 correct ball
FF 4/16/2022 93.7 -0.70 5.82 Thornton, Trent 641914 663423 foul 9 R R R TOR OAK S 2 2 2022 -0.40 1.63 0.45 1.89 1 6 Top 3.37 1.53 93.6 2440 661759 54.16 42 5 4-Seam Fastball 2 5 5 2 5 2 5 203 0.000 0.000 142 correct hit_into_play
FF 4/16/2022 93.6 -0.54 5.78 Thornton, Trent 641914 663423 swinging_strike 3 R R R TOR OAK S 2 2 2022 -0.13 1.73 0.47 3.03 1 6 Top 3.37 1.53 93.2 2404 661759 54.32 42 6 4-Seam Fastball 2 5 5 2 5 2 5 198 0.008 -0.134 143 correct hit_into_play
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 2022 1.01 0.34 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 incorrect called_strike
SL 4/16/2022 80.4 -1.49 5.24 Thornton, Trent 675656 663423 foul 14 R R R TOR OAK S 0 1 2022 1.29 -0.05 0.96 1.67 2 6 Top 3.37 1.53 79.4 2867 661759 54.54 43 2 Slider 2 5 5 2 5 2 5 62 0.000 -0.023 145 correct ball
SL 4/16/2022 82.0 -1.27 5.38 Thornton, Trent 675656 663423 ball 14 R R R TOR OAK B 0 2 2022 1.23 0.15 1.86 1.55 2 6 Top 3.37 1.54 81.6 3015 661759 54.41 43 3 Slider 2 5 5 2 5 2 5 60 0.000 0.011 146 correct ball
SL 4/16/2022 80.4 -1.38 5.28 Thornton, Trent 675656 663423 swinging_strike 9 R R R TOR OAK S 1 2 2022 1.35 0.06 0.31 1.86 2 6 Top 3.37 1.53 80.2 2987 661759 54.40 43 4 Slider 2 5 5 2 5 2 5 63 0.005 -0.070 147 correct ball
FF 4/16/2022 94.3 -1.78 5.66 Acevedo, Domingo 666182 642758 ball 12 R R R TOR OAK B 0 0 2022 -1.07 1.38 1.21 2.68 0 6 Bot 3.73 1.63 92.5 2200 661759 55.01 44 1 4-Seam Fastball 2 5 2 5 5 2 2 229 0.000 0.033 148 correct ball
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 2022 -1.06 1.29 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 incorrect called_strike
SL 4/16/2022 88.3 -2.10 5.80 Acevedo, Domingo 666182 642758 hit_into_play 2 R R R TOR OAK X 1 1 2022 -0.87 0.84 -0.24 3.33 0 6 Bot 3.37 1.53 86.6 2232 661759 55.23 44 3 Slider 2 5 2 5 5 2 2 242 -0.026 -0.212 150 correct ball
FF 4/16/2022 93.9 -1.74 5.64 Acevedo, Domingo 665489 642758 ball 12 R R R TOR OAK B 0 0 2022 -0.75 1.36 0.91 4.43 1 6 Bot 3.70 1.65 92.0 2195 661759 55.03 45 1 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 0.023 151 correct ball
CH 4/16/2022 86.8 -1.87 5.91 Acevedo, Domingo 665489 642758 foul 13 R R R TOR OAK S 1 0 2022 -1.44 0.14 -1.07 2.52 1 6 Bot 3.47 1.59 85.6 2003 661759 54.92 45 2 Changeup 2 5 2 5 5 2 2 247 0.000 -0.031 152 correct ball
FF 4/16/2022 94.2 -1.68 5.57 Acevedo, Domingo 665489 642758 hit_into_play 2 R R R TOR OAK X 1 1 2022 -1.08 1.29 0.25 3.21 1 6 Bot 3.47 1.59 92.8 2148 661759 54.87 45 3 4-Seam Fastball 2 5 2 5 5 2 2 235 -0.017 -0.148 153 correct ball
SL 4/16/2022 88.1 -2.14 5.69 Acevedo, Domingo 666971 642758 called_strike 8 R R R TOR OAK S 0 0 2022 -0.98 0.51 -0.19 1.99 2 6 Bot 3.55 1.63 86.5 2141 661759 55.27 46 1 Slider 2 5 2 5 5 2 2 247 0.000 -0.017 154 correct ball
FF 4/16/2022 93.6 -1.86 5.59 Acevedo, Domingo 666971 642758 ball 13 R R R TOR OAK B 0 1 2022 -1.11 1.28 -1.29 2.51 2 6 Bot 3.55 1.68 92.1 2178 661759 54.94 46 2 4-Seam Fastball 2 5 2 5 5 2 2 235 0.000 0.011 155 correct ball
FF 4/16/2022 93.3 -1.68 5.49 Acevedo, Domingo 666971 642758 ball 12 R R R TOR OAK B 1 1 2022 -0.94 1.34 1.57 3.12 2 6 Bot 3.51 1.63 91.0 2249 661759 55.33 46 3 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.021 156 correct ball
FF 4/16/2022 93.2 -1.86 5.47 Acevedo, Domingo 666971 642758 ball 11 R R R TOR OAK B 2 1 2022 -1.19 0.92 -0.60 3.72 2 6 Bot 3.55 1.74 91.8 2126 661759 54.90 46 4 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.039 157 correct hit_into_play
FF 4/16/2022 92.4 -1.62 5.51 Acevedo, Domingo 666971 642758 called_strike 6 R R R TOR OAK S 3 1 2022 -1.04 1.40 0.66 2.47 2 6 Bot 3.55 1.65 90.1 2212 661759 55.29 46 5 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 -0.036 158 correct hit_into_play
FF 4/16/2022 92.6 -1.62 5.49 Acevedo, Domingo 666971 642758 hit_into_play 8 R R R TOR OAK X 3 2 2022 -1.04 1.00 0.15 2.18 2 6 Bot 3.55 1.63 90.9 2085 661759 55.03 46 6 4-Seam Fastball 2 5 2 5 5 2 2 237 0.014 0.100 159 correct hit_into_play
FF 4/16/2022 94.1 -1.89 5.48 Acevedo, Domingo 656305 642758 hit_into_play 4 R R R TOR OAK X 0 0 2022 -1.10 1.23 -0.49 2.77 2 6 Bot 3.37 1.53 92.5 2186 661759 54.90 47 1 4-Seam Fastball 2 5 2 5 5 4 4 231 0.197 1.880 160 correct ball
FF 4/16/2022 94.0 -1.73 5.62 Acevedo, Domingo 641470 642758 hit_into_play 5 R L R TOR OAK X 0 0 2022 -1.01 1.39 -0.07 2.37 2 6 Bot 3.49 1.60 92.2 2279 661759 55.02 48 1 4-Seam Fastball 4 5 4 5 5 5 5 233 0.198 1.000 161 correct ball
SL 4/16/2022 85.5 -2.09 5.91 Acevedo, Domingo 672386 642758 called_strike 5 R R R TOR OAK S 0 0 2022 -0.45 0.74 -0.24 2.54 2 6 Bot 3.26 1.49 83.9 2154 661759 55.18 49 1 Slider 5 5 5 5 5 5 5 242 0.000 -0.017 162 correct ball
SL 4/16/2022 86.2 -2.32 5.64 Acevedo, Domingo 672386 642758 hit_into_play 4 R R R TOR OAK X 0 1 2022 -0.66 0.51 -0.42 2.41 2 6 Bot 3.26 1.48 84.4 2125 661759 55.40 49 2 Slider 5 5 5 5 5 5 5 248 0.019 0.134 163 correct ball
FF 4/16/2022 92.6 -1.84 5.69 Acevedo, Domingo 669289 642758 called_strike 5 R R R TOR OAK S 0 0 2022 -1.00 1.23 0.03 2.51 2 6 Bot 3.51 1.52 90.8 2147 661759 55.03 50 1 4-Seam Fastball 5 5 5 5 5 5 5 231 0.000 -0.035 164 correct ball
CH 4/16/2022 85.9 -1.82 5.95 Acevedo, Domingo 669289 642758 ball 14 R R R TOR OAK B 0 1 2022 -1.46 0.30 0.10 0.83 2 6 Bot 3.43 1.57 84.7 1955 661759 54.82 50 2 Changeup 5 5 5 5 5 5 5 247 0.000 0.026 165 correct ball
SL 4/16/2022 86.9 -2.16 5.82 Acevedo, Domingo 669289 642758 ball 13 R R R TOR OAK B 1 1 2022 -0.71 0.80 -1.07 2.22 2 6 Bot 3.45 1.57 85.6 2049 661759 55.11 50 3 Slider 5 5 5 5 5 5 5 244 0.000 0.029 166 correct ball
FF 4/16/2022 93.0 -1.87 5.49 Acevedo, Domingo 669289 642758 hit_into_play 2 R R R TOR OAK X 2 1 2022 -1.15 1.17 0.03 3.19 2 6 Bot 3.30 1.50 91.4 2149 661759 54.82 50 4 4-Seam Fastball 5 5 5 5 5 5 5 235 0.029 0.268 167 correct hit_into_play
CU 4/16/2022 80.8 -1.65 6.22 Grimm, Justin 605548 518748 swinging_strike_blocked 14 R L R TOR OAK S 0 0 2022 0.88 -1.16 0.55 0.49 2 6 Bot 3.55 1.63 81.2 2090 661759 53.56 51 1 Curveball 5 5 5 5 5 5 5 32 0.000 -0.061 168 correct ball
CU 4/16/2022 82.5 -1.51 6.28 Grimm, Justin 605548 518748 ball 14 R L R TOR OAK B 0 1 2022 1.02 -0.82 1.72 2.39 2 6 Bot 3.67 1.68 83.0 2195 661759 53.60 51 2 Curveball 5 5 5 5 5 5 5 33 0.000 0.037 169 correct ball
CU 4/16/2022 81.0 -2.03 6.00 Grimm, Justin 605548 518748 foul 9 R L R TOR OAK S 1 1 2022 1.21 -0.39 0.80 1.96 2 6 Bot 3.55 1.63 81.3 2453 661759 53.79 51 3 Curveball 5 5 5 5 5 5 5 45 0.000 -0.102 170 correct ball
FF 4/16/2022 92.0 -1.47 6.26 Grimm, Justin 605548 518748 swinging_strike 12 R L R TOR OAK S 1 2 2022 -0.55 1.66 0.09 4.09 2 6 Bot 3.55 1.63 92.4 2098 661759 53.78 51 4 4-Seam Fastball 5 5 5 5 5 5 5 205 -0.065 -0.319 171 correct ball
KC 4/16/2022 79.6 -2.53 6.21 Phelps, David 542194 475479 called_strike 5 R R R TOR OAK S 0 0 2022 0.34 -0.77 0.14 2.90 0 7 Top 3.75 1.74 78.1 2505 661759 55.39 52 1 Knuckle Curve 5 5 5 5 5 5 5 42 0.000 -0.034 172 correct ball
FC 4/16/2022 88.6 -2.42 6.25 Phelps, David 542194 475479 swinging_strike 12 R R R TOR OAK S 0 1 2022 0.28 1.02 1.11 3.21 0 7 Top 3.49 1.60 87.0 2347 661759 55.34 52 2 Cutter 5 5 5 5 5 5 5 198 0.000 -0.046 173 correct ball
KC 4/16/2022 78.2 -2.46 6.26 Phelps, David 542194 475479 ball 14 R R R TOR OAK B 0 2 2022 0.44 -0.96 0.50 0.44 0 7 Top 3.62 1.71 76.3 2554 661759 55.44 52 3 Knuckle Curve 5 5 5 5 5 5 5 30 0.000 0.017 174 correct ball
FC 4/16/2022 89.4 -2.46 6.20 Phelps, David 542194 475479 ball 13 R R R TOR OAK B 1 2 2022 0.09 1.05 -0.33 1.41 0 7 Top 3.48 1.65 88.1 2403 661759 55.31 52 4 Cutter 5 5 5 5 5 5 5 208 0.000 0.037 175 correct ball
KC 4/16/2022 82.3 -2.43 6.20 Phelps, David 542194 475479 hit_into_play 9 R R R TOR OAK X 2 2 2022 0.37 -0.49 0.55 2.05 0 7 Top 3.49 1.60 80.7 2624 661759 55.42 52 5 Knuckle Curve 5 5 5 5 5 5 5 33 0.039 -0.195 176 correct hit_into_play
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 2022 -0.57 1.51 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 incorrect called_strike
SI 4/16/2022 93.6 -2.35 6.13 Phelps, David 665506 475479 called_strike 8 R R R TOR OAK S 0 1 2022 -1.35 1.09 -0.25 1.60 1 7 Top 3.47 1.57 91.9 2182 661759 55.12 53 2 Sinker 5 5 5 5 5 5 5 212 0.000 -0.031 178 correct ball
FC 4/16/2022 90.3 -2.51 6.15 Phelps, David 665506 475479 foul 4 R R R TOR OAK S 0 2 2022 0.04 1.04 -0.81 2.21 1 7 Top 3.47 1.59 88.9 2386 661759 55.29 53 3 Cutter 5 5 5 5 5 5 5 209 0.000 0.000 179 correct ball
FF 4/16/2022 93.0 -2.35 6.26 Phelps, David 665506 475479 foul 2 R R R TOR OAK S 0 2 2022 -0.63 1.53 0.24 3.57 1 7 Top 3.47 1.59 91.2 2381 661759 55.23 53 4 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.000 180 correct ball
KC 4/16/2022 80.3 -2.46 6.17 Phelps, David 665506 475479 ball 14 R R R TOR OAK B 0 2 2022 0.25 -0.73 0.16 0.98 1 7 Top 3.47 1.57 78.8 2615 661759 55.41 53 5 Knuckle Curve 5 5 5 5 5 5 5 29 0.000 0.011 181 correct ball
FF 4/16/2022 94.1 -2.22 6.20 Phelps, David 665506 475479 hit_into_play 12 R R R TOR OAK X 1 2 2022 -0.57 1.55 0.42 4.39 1 7 Top 3.47 1.59 92.4 2292 661759 55.18 53 6 4-Seam Fastball 5 5 5 5 5 5 5 218 0.028 -0.112 182 correct ball
KC 4/16/2022 81.3 -2.59 6.17 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 0 0 2022 0.20 -0.66 -0.28 1.13 2 7 Top 3.56 1.65 79.6 2605 661759 55.39 54 1 Knuckle Curve 5 5 5 5 5 5 5 35 0.000 0.015 183 correct ball
KC 4/16/2022 80.1 -2.67 6.24 Phelps, David 664913 475479 ball 11 R L R TOR OAK B 1 0 2022 0.44 -0.68 -0.91 3.67 2 7 Top 3.51 1.60 78.4 2581 661759 55.48 54 2 Knuckle Curve 5 5 5 5 5 5 5 39 0.000 0.023 184 correct ball
FC 4/16/2022 89.1 -2.58 6.14 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 2 0 2022 0.15 0.92 -0.10 1.09 2 7 Top 3.64 1.60 87.6 2426 661759 55.32 54 3 Cutter 5 5 5 5 5 5 5 194 0.000 0.042 185 correct ball
FF 4/16/2022 93.7 -2.44 6.16 Phelps, David 664913 475479 foul 5 R L R TOR OAK S 3 0 2022 -0.83 1.35 -0.07 2.50 2 7 Top 3.41 1.56 91.7 2270 661759 55.33 54 4 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.026 186 correct ball
CH 4/16/2022 88.0 -2.42 6.19 Phelps, David 664913 475479 hit_into_play 11 R L R TOR OAK X 3 1 2022 -1.61 0.53 -0.85 2.98 2 7 Top 3.41 1.56 86.1 2103 661759 55.24 54 5 Changeup 5 5 5 5 5 5 5 234 0.019 -0.153 187 correct hit_into_play
FF 4/16/2022 92.2 -1.76 6.27 Grimm, Justin 606132 518748 called_strike 1 R L R TOR OAK S 0 0 2022 -0.55 1.41 -0.51 3.20 0 7 Bot 3.49 1.71 92.5 2176 661759 53.74 55 1 4-Seam Fastball 5 5 5 5 5 5 5 210 0.000 -0.034 188 correct ball
SL 4/16/2022 81.5 -2.48 5.96 Grimm, Justin 606132 518748 foul 8 R L R TOR OAK S 0 1 2022 1.37 -0.29 -0.08 1.61 0 7 Bot 3.49 1.60 81.6 2413 661759 53.87 55 2 Slider 5 5 5 5 5 5 5 50 0.000 -0.046 189 correct ball
CU 4/16/2022 83.9 -1.96 6.06 Grimm, Justin 606132 518748 ball 14 R L R TOR OAK B 0 2 2022 1.30 -0.64 2.50 0.51 0 7 Bot 3.49 1.60 83.9 2506 661759 53.71 55 3 Curveball 5 5 5 5 5 5 5 37 0.000 0.017 190 correct ball
CU 4/16/2022 83.6 -1.66 6.23 Grimm, Justin 606132 518748 swinging_strike_blocked 14 R L R TOR OAK S 1 2 2022 1.02 -0.89 0.13 0.28 0 7 Bot 3.49 1.60 84.0 2208 661759 53.64 55 4 Curveball 5 5 5 5 5 5 5 28 -0.038 -0.158 191 correct ball
SL 4/16/2022 82.8 -1.92 6.17 Grimm, Justin 666182 518748 hit_into_play 8 R R R TOR OAK X 0 0 2022 1.35 -0.69 0.22 1.99 1 7 Bot 3.37 1.53 83.0 2555 661759 53.87 56 1 Slider 5 5 5 5 5 5 5 42 -0.028 -0.156 192 correct ball
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 2022 -0.53 1.36 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 incorrect called_strike
CU 4/16/2022 83.6 -1.86 6.12 Grimm, Justin 665489 518748 ball 14 R R R TOR OAK B 0 1 2022 1.22 -0.80 1.47 0.75 2 7 Bot 3.59 1.60 83.5 2464 661759 53.78 57 2 Curveball 5 5 5 5 5 5 5 40 0.000 0.011 194 correct ball
SL 4/16/2022 83.8 -1.92 6.13 Grimm, Justin 665489 518748 hit_into_play 12 R R R TOR OAK X 1 1 2022 1.37 0.11 1.08 2.59 2 7 Bot 3.47 1.59 83.9 2385 661759 53.88 57 3 Slider 5 5 5 5 5 5 5 45 -0.020 -0.093 195 correct ball
SI 4/16/2022 92.6 -2.90 5.24 Garcia, Yimi 640461 554340 foul 7 R R R TOR OAK S 0 0 2022 -1.47 0.42 -0.40 1.89 0 8 Top 3.47 1.59 91.1 2142 661759 54.85 58 1 Sinker 5 5 5 5 5 5 5 230 0.000 -0.034 196 correct ball
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 2022 -0.40 1.12 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 incorrect called_strike
SI 4/16/2022 92.9 -2.84 5.20 Garcia, Yimi 640461 554340 hit_into_play 13 R R R TOR OAK X 1 1 2022 -1.44 0.59 -1.21 2.30 0 8 Top 3.47 1.59 91.7 2129 661759 54.69 58 3 Sinker 5 5 5 5 5 5 5 229 0.046 -0.212 198 correct ball
SL 4/16/2022 88.0 -3.00 5.12 Garcia, Yimi 462101 554340 swinging_strike 6 R R R TOR OAK S 0 0 2022 0.48 0.62 0.66 2.69 1 8 Top 3.37 1.53 86.8 2375 661759 54.89 59 1 Slider 5 5 5 5 5 5 5 203 0.000 -0.024 199 correct ball
CU 4/16/2022 79.7 -2.82 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 0 1 2022 1.55 -0.44 0.84 0.87 1 8 Top 3.29 1.35 78.3 2749 661759 54.89 59 2 Curveball 5 5 5 5 5 5 5 56 0.000 0.016 200 correct ball
CU 4/16/2022 81.0 -2.85 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 1 1 2022 1.16 -0.34 1.01 0.94 1 8 Top 3.34 1.38 79.8 2662 661759 54.82 59 3 Curveball 5 5 5 5 5 5 5 83 0.000 0.033 201 correct ball
SL 4/16/2022 88.8 -2.94 5.06 Garcia, Yimi 462101 554340 foul 8 R R R TOR OAK S 2 1 2022 0.36 0.68 0.24 1.87 1 8 Top 3.37 1.53 87.7 2334 661759 54.79 59 4 Slider 5 5 5 5 5 5 5 192 0.000 -0.046 202 correct ball
SI 4/16/2022 93.6 -2.77 5.09 Garcia, Yimi 462101 554340 ball 13 R R R TOR OAK B 2 2 2022 -1.50 0.43 -0.27 0.63 1 8 Top 3.40 1.41 92.3 2210 661759 54.60 59 5 Sinker 5 5 5 5 5 5 5 226 0.000 0.073 203 correct ball
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 2022 0.32 0.73 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 incorrect called_strike
SL 4/16/2022 87.6 -2.83 5.17 Garcia, Yimi 476704 554340 ball 14 R L R TOR OAK B 0 0 2022 0.52 0.76 1.42 2.26 1 8 Top 3.59 1.85 86.6 2437 661759 54.83 60 1 Slider 5 5 5 5 5 5 5 199 0.000 0.042 205 correct ball
SI 4/16/2022 91.9 -2.81 5.17 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 1 0 2022 -1.43 0.74 -1.24 1.37 1 8 Top 3.59 1.74 90.5 2138 661759 54.80 60 2 Sinker 5 5 5 5 5 5 5 225 0.000 0.080 206 correct ball
SI 4/16/2022 93.0 -2.88 5.13 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 2 0 2022 -1.45 0.50 -1.29 2.07 1 8 Top 3.56 1.74 91.7 2179 661759 54.84 60 3 Sinker 5 5 5 5 5 5 5 220 0.000 0.108 207 correct ball
SI 4/16/2022 90.7 -2.65 5.20 Garcia, Yimi 476704 554340 ball 11 R L R TOR OAK B 3 0 2022 -1.43 0.83 -1.06 3.10 1 8 Top 3.51 1.63 89.6 2088 661759 54.74 60 4 Sinker 5 5 5 5 5 5 5 230 -0.066 0.150 208 correct ball
SI 4/16/2022 94.2 -2.82 5.10 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 0 0 2022 -1.42 0.53 -1.85 2.16 1 8 Top 3.53 1.68 93.3 2192 661759 54.63 61 1 Sinker 5 5 5 5 5 5 5 228 0.000 0.063 209 correct ball
SL 4/16/2022 89.4 -2.84 5.12 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 1 0 2022 0.37 0.99 0.08 2.13 1 8 Top 3.49 1.63 88.7 2455 661759 54.75 61 2 Slider 5 5 5 5 5 5 5 207 0.000 -0.089 210 correct ball
CH 4/16/2022 87.1 -2.73 5.22 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 1 1 2022 -1.60 0.20 -0.41 1.29 1 8 Top 3.49 1.68 86.0 1757 661759 54.69 61 3 Changeup 5 5 5 5 5 5 5 246 0.000 0.072 211 correct ball
SI 4/16/2022 92.3 -2.73 5.23 Garcia, Yimi 669221 554340 ball 11 R R R TOR OAK B 2 1 2022 -1.51 0.59 -1.60 2.63 1 8 Top 3.49 1.68 90.7 2078 661759 54.91 61 4 Sinker 5 5 5 5 5 5 5 228 -0.107 0.172 212 correct ball
FF 4/16/2022 94.6 -2.88 5.00 Garcia, Yimi 669221 554340 called_strike 5 R R R TOR OAK S 3 1 2022 -0.93 1.04 0.14 2.78 1 8 Top 3.43 1.63 93.9 2285 661759 54.69 61 5 4-Seam Fastball 5 5 5 5 5 5 5 236 0.000 -0.203 213 correct ball
FF 4/16/2022 94.3 -2.86 5.03 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 3 2 2022 -0.81 1.06 -0.18 1.98 1 8 Top 3.43 1.63 93.9 2346 661759 54.61 61 6 4-Seam Fastball 5 5 5 5 5 5 5 229 0.164 -0.680 214 correct ball
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 2022 0.60 0.06 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 incorrect called_strike
SL 4/16/2022 87.8 -2.93 5.18 Garcia, Yimi 643393 554340 hit_into_play 9 R L R TOR OAK X 1 0 2022 0.32 0.65 0.46 1.54 2 8 Top 3.10 1.45 86.8 2345 661759 54.92 62 2 Slider 5 5 5 5 5 5 5 204 0.117 -0.569 216 correct ball
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 2022 0.26 -0.10 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 incorrect called_strike
SL 4/16/2022 81.6 -0.20 6.61 Jiménez, Dany 666971 666204 called_strike 6 R R R TOR OAK S 1 0 2022 0.42 -0.06 0.76 2.90 0 8 Bot 3.48 1.71 80.5 2267 661759 54.87 63 2 Slider 5 5 5 5 5 5 5 115 0.000 -0.043 218 correct ball
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 2022 -0.31 1.29 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 incorrect called_strike
FF 4/16/2022 94.8 -0.27 6.48 Jiménez, Dany 666971 666204 ball 12 R R R TOR OAK B 1 2 2022 0.00 1.26 0.10 5.78 0 8 Bot 3.55 1.60 93.9 2218 661759 54.73 63 4 4-Seam Fastball 5 5 5 5 5 5 5 192 0.000 0.037 220 correct ball
SL 4/16/2022 83.3 -0.08 6.44 Jiménez, Dany 666971 666204 ball 14 R R R TOR OAK B 2 2 2022 0.34 -0.13 0.91 1.35 0 8 Bot 3.55 1.60 82.7 2370 661759 54.74 63 5 Slider 5 5 5 5 5 5 5 92 0.000 0.103 221 correct ball
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 2022 0.23 0.35 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 incorrect called_strike
SL 4/16/2022 82.9 -0.18 6.54 Jiménez, Dany 656305 666204 called_strike 6 R R R TOR OAK S 0 0 2022 0.30 -0.13 0.60 2.48 1 8 Bot 3.37 1.57 82.3 2415 661759 54.85 64 1 Slider 5 5 5 5 5 5 5 83 0.000 -0.024 223 correct ball
FF 4/16/2022 94.4 0.02 6.45 Jiménez, Dany 656305 666204 ball 12 R R R TOR OAK B 0 1 2022 -0.13 1.51 1.26 3.78 1 8 Bot 3.45 1.57 93.6 2191 661759 54.55 64 2 4-Seam Fastball 5 5 5 5 5 5 5 196 0.000 0.016 224 correct ball
SL 4/16/2022 82.1 -0.21 6.45 Jiménez, Dany 656305 666204 called_strike 9 R R R TOR OAK S 1 1 2022 0.39 0.08 0.75 1.86 1 8 Bot 3.37 1.54 81.6 2395 661759 54.75 64 3 Slider 5 5 5 5 5 5 5 86 0.000 -0.036 225 correct ball
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 2022 0.39 0.10 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 incorrect called_strike
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 2022 -0.42 1.47 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 incorrect called_strike
SL 4/16/2022 81.6 -0.21 6.44 Jiménez, Dany 641470 666204 called_strike 9 R L R TOR OAK S 1 0 2022 0.38 -0.26 0.62 2.25 2 8 Bot 3.70 1.65 80.8 2360 661759 54.86 65 2 Slider 5 5 5 5 5 5 5 76 0.000 -0.021 228 correct ball
FF 4/16/2022 95.0 -0.24 6.43 Jiménez, Dany 641470 666204 swinging_strike 12 R L R TOR OAK S 1 1 2022 0.11 1.53 0.24 3.96 2 8 Bot 3.49 1.60 94.4 2104 661759 54.53 65 3 4-Seam Fastball 5 5 5 5 5 5 5 200 0.000 -0.023 229 correct ball
SL 4/16/2022 83.2 -0.01 6.44 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 1 2 2022 0.34 -0.05 0.86 -0.14 2 8 Bot 3.56 1.57 82.9 2290 661759 54.49 65 4 Slider 5 5 5 5 5 5 5 131 0.000 0.014 230 correct ball
SL 4/16/2022 83.5 -0.23 6.40 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 2 2 2022 0.06 0.16 1.10 -1.78 2 8 Bot 3.53 1.65 82.3 2252 661759 54.65 65 5 Slider 5 5 5 5 5 5 5 28 0.000 0.033 231 correct ball
SL 4/16/2022 80.8 -0.28 6.54 Jiménez, Dany 641470 666204 swinging_strike 2 R L R TOR OAK S 3 2 2022 0.12 0.30 -0.21 3.36 2 8 Bot 3.49 1.60 80.3 2230 661759 54.80 65 6 Slider 5 5 5 5 5 5 5 100 -0.025 -0.116 232 correct ball
FF 4/16/2022 97.1 -1.96 5.90 Merryweather, Julian 641856 657240 foul 8 R L R TOR OAK S 0 0 2022 -0.68 1.40 -0.12 1.92 0 9 Top 3.41 1.56 97.4 2292 661759 53.85 66 1 4-Seam Fastball 5 5 5 5 5 5 5 217 0.000 -0.034 233 correct ball
FF 4/16/2022 96.6 -1.91 5.97 Merryweather, Julian 641856 657240 swinging_strike 4 R L R TOR OAK S 0 1 2022 -0.52 1.27 -0.36 2.67 0 9 Top 3.41 1.56 97.1 2276 661759 53.85 66 2 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.046 234 correct ball
CH 4/16/2022 80.9 -1.65 6.09 Merryweather, Julian 641856 657240 foul 13 R L R TOR OAK S 0 2 2022 -1.00 0.62 -1.05 1.97 0 9 Top 3.41 1.56 81.3 1339 661759 53.93 66 3 Changeup 5 5 5 5 5 5 5 227 0.000 0.000 235 correct ball
CH 4/16/2022 81.5 -1.62 6.05 Merryweather, Julian 641856 657240 ball 13 R L R TOR OAK B 0 2 2022 -0.99 0.75 -0.99 1.08 0 9 Top 3.29 1.46 82.2 1299 661759 53.89 66 4 Changeup 5 5 5 5 5 5 5 221 0.000 0.017 236 correct ball
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 2022 -0.77 1.32 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 incorrect called_strike
CU 4/16/2022 80.0 -1.79 6.00 Merryweather, Julian 542194 657240 called_strike 1 R R R TOR OAK S 0 0 2022 0.85 -1.28 -0.33 3.21 1 9 Top 3.56 1.71 79.9 2347 661759 54.02 67 1 Curveball 5 5 5 5 5 5 5 25 0.000 -0.024 238 correct ball
CU 4/16/2022 80.9 -1.71 6.03 Merryweather, Julian 542194 657240 foul 4 R R R TOR OAK S 0 1 2022 0.84 -1.36 -0.47 2.54 1 9 Top 3.49 1.60 80.8 2459 661759 54.00 67 2 Curveball 5 5 5 5 5 5 5 21 0.000 -0.031 239 correct ball
FF 4/16/2022 97.4 -1.86 6.02 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 2022 -0.47 1.30 -0.75 2.95 1 9 Top 3.49 1.60 97.9 1973 661759 53.87 67 3 4-Seam Fastball 5 5 5 5 5 5 5 222 0.000 0.000 240 correct ball
SL 4/16/2022 88.5 -1.68 5.99 Merryweather, Julian 542194 657240 foul 14 R R R TOR OAK S 0 2 2022 0.25 0.20 0.39 1.18 1 9 Top 3.49 1.60 89.3 2102 661759 53.98 67 4 Slider 5 5 5 5 5 5 5 197 0.000 0.000 241 correct ball
FF 4/16/2022 97.6 -1.92 6.00 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 2022 -0.75 1.35 -0.59 3.25 1 9 Top 3.49 1.60 98.1 2322 661759 53.79 67 5 4-Seam Fastball 5 5 5 5 5 5 5 219 0.000 0.000 242 correct ball
CU 4/16/2022 80.4 -1.80 5.99 Merryweather, Julian 542194 657240 ball 11 R R R TOR OAK B 0 2 2022 1.15 -0.88 -1.14 4.13 1 9 Top 3.49 1.65 80.5 2055 661759 53.97 67 6 Curveball 5 5 5 5 5 5 5 33 0.000 0.011 243 correct ball
FF 4/16/2022 97.0 -1.77 5.99 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 1 2 2022 -0.58 1.29 -0.40 3.27 1 9 Top 3.49 1.60 97.3 2123 661759 53.95 67 7 4-Seam Fastball 5 5 5 5 5 5 5 212 0.000 0.000 244 correct ball
SL 4/16/2022 88.5 -1.73 6.00 Merryweather, Julian 542194 657240 hit_into_play 9 R R R TOR OAK X 1 2 2022 0.31 0.36 0.29 2.13 1 9 Top 3.49 1.60 89.6 2137 661759 53.84 67 8 Slider 5 5 5 5 5 5 5 215 -0.060 0.306 245 correct ball
FF 4/16/2022 97.2 -1.88 5.95 Merryweather, Julian 665506 657240 ball 13 R R R TOR OAK B 0 0 2022 -0.48 1.63 -0.11 1.28 1 9 Top 3.51 1.60 97.9 2271 661759 53.76 68 1 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.042 246 correct ball
FF 4/16/2022 97.3 -1.78 5.98 Merryweather, Julian 665506 657240 hit_into_play 8 R R R TOR OAK X 1 0 2022 -0.42 1.60 0.10 2.01 1 9 Top 3.47 1.59 97.7 2256 661759 53.92 68 2 4-Seam Fastball 5 5 5 5 7 5 7 215 -0.420 1.677 247 correct ball
CH 4/16/2022 81.8 -1.78 6.07 Merryweather, Julian 664913 657240 called_strike 9 R L R TOR OAK S 0 0 2022 -1.09 0.70 0.31 2.08 1 9 Top 3.41 1.62 82.5 1374 661759 53.77 69 1 Changeup 5 7 7 5 7 5 7 222 0.000 -0.024 248 correct ball
CU 4/16/2022 80.1 -1.86 6.04 Merryweather, Julian 664913 657240 ball 11 R L R TOR OAK B 0 1 2022 0.97 -0.76 -1.28 4.49 1 9 Top 3.40 1.54 80.2 1812 661759 54.00 69 2 Curveball 5 7 7 5 7 5 7 27 0.000 0.016 249 correct ball
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 2022 -0.46 1.31 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 incorrect called_strike
CH 4/16/2022 81.3 -1.65 6.08 Merryweather, Julian 664913 657240 called_strike 4 R L R TOR OAK S 2 1 2022 -1.04 0.89 -0.32 2.45 1 9 Top 3.41 1.54 81.5 1342 661759 53.94 69 4 Changeup 5 7 7 5 7 5 7 222 0.000 -0.046 251 correct ball
CH 4/16/2022 81.0 -1.57 6.08 Merryweather, Julian 664913 657240 swinging_strike 4 R L R TOR OAK S 2 2 2022 -0.79 1.01 -0.35 2.28 1 9 Top 3.41 1.56 81.5 1332 661759 53.86 69 5 Changeup 5 7 7 5 7 5 7 224 0.006 -0.134 252 correct ball
SL 4/16/2022 89.0 -1.74 6.02 Merryweather, Julian 640461 657240 called_strike 6 R R R TOR OAK S 0 0 2022 0.16 0.09 0.79 2.37 2 9 Top 3.62 1.65 89.6 2241 661759 53.82 70 1 Slider 5 7 7 5 7 5 7 352 0.000 -0.017 253 correct ball
SL 4/16/2022 88.3 -1.76 6.05 Merryweather, Julian 640461 657240 foul 5 R R R TOR OAK S 0 1 2022 0.30 -0.05 0.00 2.36 2 9 Top 3.47 1.59 88.2 2122 661759 53.96 70 2 Slider 5 7 7 5 7 5 7 141 0.000 -0.023 254 correct ball
FF 4/16/2022 95.7 -1.88 6.01 Merryweather, Julian 640461 657240 swinging_strike 11 R R R TOR OAK S 0 2 2022 -0.68 1.33 -0.33 3.78 2 9 Top 3.47 1.59 96.2 2158 661759 53.91 70 3 4-Seam Fastball 5 7 7 5 7 5 7 216 0.003 -0.059 255 correct ball
FF 4/16/2022 96.8 -1.33 6.22 Trivino, Lou 672386 642152 ball 12 R R R TOR OAK B 0 0 2022 -0.71 1.26 1.06 2.37 0 9 Bot 2.93 1.32 96.4 2059 661759 54.06 71 1 4-Seam Fastball 5 7 5 7 7 5 5 227 0.000 0.033 256 correct ball
FF 4/16/2022 96.7 -1.35 6.11 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 1 0 2022 -0.70 1.09 1.51 2.05 0 9 Bot 3.18 1.40 96.4 1960 661759 54.08 71 2 4-Seam Fastball 5 7 5 7 7 5 5 226 0.000 0.063 257 correct ball
SI 4/16/2022 96.7 -1.41 6.14 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 2 0 2022 -1.32 0.94 0.96 1.55 0 9 Bot 2.96 1.29 96.4 2113 661759 54.14 71 3 Sinker 5 7 5 7 7 5 5 223 0.000 0.134 258 correct ball
FF 4/16/2022 96.3 -1.38 6.21 Trivino, Lou 672386 642152 called_strike 3 R R R TOR OAK S 3 0 2022 -0.86 1.18 0.54 2.75 0 9 Bot 3.04 1.38 95.5 1980 661759 54.30 71 4 4-Seam Fastball 5 7 5 7 7 5 5 219 0.000 -0.076 259 correct ball
SI 4/16/2022 96.9 -1.45 6.16 Trivino, Lou 672386 642152 ball 11 R R R TOR OAK B 3 1 2022 -1.40 0.78 -0.64 3.29 0 9 Bot 3.15 1.46 96.7 2081 661759 54.11 71 5 Sinker 5 7 5 7 7 5 5 221 0.090 0.245 260 correct ball
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 2022 -1.46 0.69 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 incorrect called_strike
CH 4/16/2022 87.3 -1.54 6.20 Trivino, Lou 669289 642152 foul 11 R R R TOR OAK S 0 1 2022 -1.50 0.08 -1.25 2.42 0 9 Bot 3.30 1.50 86.8 1854 661759 54.24 72 2 Changeup 5 7 5 7 7 5 5 260 0.000 -0.080 262 correct ball
CH 4/16/2022 87.6 -1.36 6.09 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 0 2 2022 -1.23 0.18 0.83 1.00 0 9 Bot 3.56 1.49 87.7 1851 661759 53.88 72 3 Changeup 5 7 5 7 7 5 5 261 0.000 0.042 263 correct ball
SI 4/16/2022 97.5 -1.33 6.20 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 1 2 2022 -1.44 0.85 0.53 1.46 0 9 Bot 3.59 1.60 97.0 2123 661759 54.24 72 4 Sinker 5 7 5 7 7 5 5 222 0.000 0.085 264 correct ball
CH 4/16/2022 87.8 -1.42 6.16 Trivino, Lou 669289 642152 swinging_strike_blocked 14 R R R TOR OAK S 2 2 2022 -1.36 -0.05 0.55 0.56 0 9 Bot 3.30 1.50 87.6 1903 661759 53.93 72 5 Changeup 5 7 5 7 7 5 5 261 -0.074 -0.336 265 correct ball
FC 4/16/2022 93.8 -1.16 6.28 Trivino, Lou 543807 642152 ball 14 R R R TOR OAK B 0 0 2022 -0.56 0.66 1.66 2.08 1 9 Bot 3.49 1.51 93.7 2237 661759 54.27 73 1 Cutter 5 7 5 7 7 5 5 212 0.000 0.042 266 correct ball
SI 4/16/2022 95.7 -1.27 6.23 Trivino, Lou 543807 642152 swinging_strike 2 R R R TOR OAK S 1 0 2022 -1.28 0.78 -0.04 2.93 1 9 Bot 3.49 1.60 95.7 1995 661759 54.24 73 2 Sinker 5 7 5 7 7 5 5 218 0.000 -0.058 267 correct ball
SI 4/16/2022 96.4 -1.28 6.23 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 1 1 2022 -1.16 0.88 -0.86 4.10 1 9 Bot 3.49 1.49 96.4 2006 661759 54.28 73 3 Sinker 5 7 5 7 7 5 5 244 0.000 0.073 268 correct ball
CH 4/16/2022 88.0 -1.52 6.14 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 2 1 2022 -1.17 -0.06 -0.99 2.84 1 9 Bot 3.45 1.51 88.0 1660 661759 54.12 73 4 Changeup 5 7 5 7 7 5 5 263 0.000 0.102 269 correct ball
SI 4/16/2022 96.9 -1.28 6.22 Trivino, Lou 543807 642152 foul 1 R R R TOR OAK S 3 1 2022 -1.35 0.75 -0.78 3.05 1 9 Bot 3.49 1.60 96.6 1944 661759 54.28 73 5 Sinker 5 7 5 7 7 5 5 219 0.000 -0.099 270 correct ball
FF 4/16/2022 97.0 -1.28 6.20 Trivino, Lou 543807 642152 swinging_strike 12 R R R TOR OAK S 3 2 2022 -0.49 1.31 0.90 3.45 1 9 Bot 3.49 1.60 96.9 2004 661759 54.15 73 6 4-Seam Fastball 5 7 5 7 7 5 5 218 -0.059 -0.355 271 correct ball
SI 4/16/2022 96.2 -1.42 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 0 0 2022 -1.45 0.77 -2.18 3.94 2 9 Bot 3.48 1.62 96.0 2023 661759 54.28 74 1 Sinker 5 7 5 7 7 5 5 219 0.002 0.032 272 correct ball
CH 4/16/2022 89.4 -1.41 6.14 Trivino, Lou 606132 642152 swinging_strike_blocked 13 R L R TOR OAK S 1 0 2022 -1.43 0.00 -0.28 0.45 2 9 Bot 3.49 1.60 88.9 1781 661759 54.28 74 2 Changeup 5 7 5 7 7 5 5 259 0.000 -0.053 273 correct ball
CH 4/16/2022 88.4 -1.45 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 1 1 2022 -1.35 0.18 -1.55 2.95 2 9 Bot 3.49 1.65 88.0 1701 661759 54.32 74 3 Changeup 5 7 5 7 7 5 5 263 0.000 0.036 274 correct ball
SI 4/16/2022 96.8 -1.31 6.13 Trivino, Lou 606132 642152 swinging_strike 5 R L R TOR OAK S 2 1 2022 -1.36 0.86 0.21 2.28 2 9 Bot 3.49 1.60 97.0 2017 661759 53.97 74 4 Sinker 5 7 5 7 7 5 5 211 0.000 -0.074 275 correct ball
FF 4/16/2022 96.1 -1.39 6.17 Trivino, Lou 606132 642152 foul 11 R L R TOR OAK S 2 2 2022 -0.80 1.05 -1.31 3.46 2 9 Bot 3.49 1.60 96.2 2002 661759 54.13 74 5 4-Seam Fastball 5 7 5 7 7 5 5 231 0.000 0.000 276 correct ball
CH 4/16/2022 87.4 -1.38 6.11 Trivino, Lou 606132 642152 swinging_strike 8 R L R TOR OAK S 2 2 2022 -1.32 -0.35 -0.09 2.12 2 9 Bot 3.49 1.60 87.4 1714 661759 53.92 74 6 Changeup 5 7 5 7 7 5 5 266 -0.046 -0.259 277 correct ball

Updated version:

model_outcome2 <- rpart(description ~ call + true + outs_when_up + inning + bat_score + fld_score + balls + 
                          strikes + plate_x + plate_z, 
                       data = all_added)
predictions_outcome2 <- as.data.frame(predict(model_outcome2))

# get the column names of the largest values
predictions_outcome2$highest<- (colnames(predictions_outcome2)[max.col(predictions_outcome2)])

# add in to data frame
all_added <- all_added %>% 
  mutate(pred_outcome = predictions_outcome2$highest)

Full data with incorrect pitches highlighted:

fill3 <- which(all_added$ump_call == "incorrect")
## Warning: Unknown or uninitialised column: `ump_call`.
all_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill3, background = "skyblue") %>% 
  scroll_box(height = "500px")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id sz_l sz_r new_sz_top new_sz_bot new_sz_l new_sz_r true call pred_outcome
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike fail ball
FF 4/16/2022 89.5 2.25 6.04 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 1 0 1.30 2.14 0 1 Top 3.40 1.57 89.1 2104 661759 54.03 1 2 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.063 2 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 -0.7083333 0.7083333 3.440833 1.339167 -0.8291667 0.8291667 strike fail ball
FF 4/16/2022 89.5 2.19 6.08 Ryu, Hyun Jin 640461 547943 called_strike 5 R R L TOR OAK S 3 0 -0.21 2.27 0 1 Top 3.47 1.52 89.0 2061 661759 54.10 1 4 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.076 4 -0.7083333 0.7083333 3.590833 1.399167 -0.8291667 0.8291667 strike pass called_strike
FC 4/16/2022 86.1 2.11 6.11 Ryu, Hyun Jin 462101 547943 called_strike 1 R R L TOR OAK S 0 1 -0.52 3.24 1 1 Top 3.29 1.38 86.1 2007 661759 54.13 2 2 Cutter 0 0 0 0 0 0 0 156 0.000 -0.031 7 -0.7083333 0.7083333 3.410833 1.259167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 90.2 2.14 6.02 Ryu, Hyun Jin 476704 547943 called_strike 3 R R L TOR OAK S 0 0 0.66 2.99 2 1 Top 3.51 1.60 90.2 1993 661759 54.03 3 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.017 9 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 78.7 2.40 5.86 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2.14 2.89 2 1 Top 3.45 1.46 78.6 1488 661759 54.13 3 2 Changeup 0 0 0 0 0 0 0 117 0.000 0.011 10 -0.7083333 0.7083333 3.570833 1.339167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 91.8 -1.88 6.13 Blackburn, Paul 606132 621112 called_strike 7 R L R TOR OAK S 0 0 -0.53 1.71 0 1 Bot 3.49 1.63 91.5 1995 661759 54.34 4 1 Sinker 0 0 0 0 0 0 0 211 0.000 -0.034 13 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 92.8 -1.77 5.99 Blackburn, Paul 665489 621112 ball 13 R R R TOR OAK B 0 0 -0.89 1.36 1 1 Bot 3.75 1.63 92.6 1949 661759 54.28 6 1 Sinker 0 0 0 0 0 0 0 208 0.000 0.007 18 -0.7083333 0.7083333 3.870833 1.509167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike fail ball
SI 4/16/2022 92.9 -1.72 6.01 Blackburn, Paul 666971 621112 called_strike 4 R R R TOR OAK S 1 0 -0.34 2.61 1 1 Bot 3.37 1.60 92.8 1971 661759 54.29 7 2 Sinker 1 0 1 0 0 1 1 211 -0.034 -0.058 21 -0.7083333 0.7083333 3.490833 1.479167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 68.5 2.00 6.36 Ryu, Hyun Jin 669221 547943 ball 12 R R L TOR OAK B 0 0 0.20 3.67 0 2 Top 3.40 1.54 67.7 2379 661759 54.34 8 1 Curveball 1 0 0 1 0 1 0 321 0.000 0.033 23 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 79.6 2.35 5.95 Ryu, Hyun Jin 675656 547943 blocked_ball 14 R R L TOR OAK B 0 1 0.09 0.48 0 2 Top 3.43 1.57 79.9 1404 661759 53.81 10 2 Changeup 1 1 1 1 1 1 1 124 0.000 0.047 27 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 88.0 2.13 6.07 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 0 0 0.97 2.83 0 2 Top 3.70 1.79 88.3 2015 661759 53.94 11 1 4-Seam Fastball 1 2 2 1 2 1 2 135 0.000 0.055 30 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 87.5 2.04 5.99 Ryu, Hyun Jin 665506 547943 ball 14 R R L TOR OAK B 0 1 1.16 1.97 0 2 Top 3.47 1.49 87.9 1932 661759 53.90 12 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.047 34 -0.7083333 0.7083333 3.590833 1.369167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 87.9 1.95 6.07 Ryu, Hyun Jin 623515 547943 called_strike 2 R R L TOR OAK S 0 0 -0.12 3.33 1 2 Top 3.51 1.57 87.9 1963 661759 54.04 13 1 4-Seam Fastball 1 3 3 1 3 1 3 136 0.000 -0.043 36 -0.7083333 0.7083333 3.630833 1.449167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 71.9 1.89 6.18 Ryu, Hyun Jin 623515 547943 blocked_ball 13 R R L TOR OAK B 0 1 -1.67 0.31 1 2 Top 3.47 1.60 71.5 2613 661759 54.00 13 2 Curveball 1 3 3 1 3 1 3 328 0.000 0.029 37 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.3 2.02 6.03 Ryu, Hyun Jin 640461 547943 ball 13 R R L TOR OAK B 0 0 -1.18 2.05 2 2 Top 3.47 1.60 85.9 2004 661759 53.86 14 1 Cutter 1 3 3 1 3 1 3 155 0.000 0.037 39 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 80.8 -1.71 6.12 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 0 1 1.39 1.06 0 2 Bot 3.37 1.57 80.3 2550 661759 54.35 15 2 Slider 1 3 1 3 3 1 1 26 0.000 0.025 43 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.7 -1.63 5.97 Blackburn, Paul 656305 621112 ball 13 R R R TOR OAK B 1 1 -0.50 1.35 0 2 Bot 3.48 1.54 92.9 1851 661759 54.16 15 3 Sinker 1 3 1 3 3 1 1 208 0.000 0.049 44 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.7 -1.65 6.19 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 2 1 0.00 0.72 0 2 Bot 3.45 1.63 87.8 1909 661759 54.06 15 4 Changeup 1 3 1 3 3 1 1 220 0.000 0.114 45 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 93.3 -1.56 6.01 Blackburn, Paul 656305 621112 called_strike 9 R R R TOR OAK S 3 1 0.78 1.60 0 2 Bot 3.53 1.68 93.5 1963 661759 54.17 15 5 Sinker 1 3 1 3 3 1 1 205 0.000 -0.076 46 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 93.3 -1.70 5.93 Blackburn, Paul 641470 621112 ball 13 R L R TOR OAK B 0 0 -1.36 1.60 1 2 Bot 3.67 1.65 93.3 1950 661759 54.17 16 1 Sinker 1 3 1 3 3 1 1 212 0.000 0.023 49 -0.7083333 0.7083333 3.790833 1.529167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.5 -1.73 6.05 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 1 0 0.59 0.43 1 2 Bot 3.70 1.63 88.7 2030 661759 54.04 16 2 Changeup 1 3 1 3 3 1 1 224 0.000 0.044 50 -0.7083333 0.7083333 3.820833 1.509167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 -0.7083333 0.7083333 3.740833 1.419167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 -0.7083333 0.7083333 3.300833 1.399167 -0.8291667 0.8291667 ball fail called_strike
FC 4/16/2022 87.7 -1.52 6.09 Blackburn, Paul 672386 621112 ball 12 R R R TOR OAK B 0 1 0.37 3.76 1 2 Bot 3.26 1.49 87.4 2562 661759 54.42 17 2 Cutter 1 3 1 3 3 1 1 159 0.000 0.031 55 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.3 -1.65 6.07 Blackburn, Paul 672386 621112 ball 14 R R R TOR OAK B 1 1 0.92 0.84 1 2 Bot 3.26 1.46 87.3 1948 661759 54.12 17 3 Changeup 1 3 1 3 3 1 1 218 0.000 0.073 56 -0.7083333 0.7083333 3.380833 1.339167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 -0.7083333 0.7083333 3.610833 1.489167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 92.3 -1.55 6.09 Blackburn, Paul 669289 621112 ball 11 R R R TOR OAK B 0 1 -1.09 2.81 2 2 Bot 3.59 1.60 92.5 2002 661759 54.18 18 2 Sinker 1 3 1 3 3 1 1 206 0.000 0.026 59 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.7 -1.44 6.00 Blackburn, Paul 669289 621112 called_strike 3 R R R TOR OAK S 1 1 0.68 3.06 2 2 Bot 3.48 1.57 92.5 2157 661759 54.14 18 3 4-Seam Fastball 1 3 1 3 3 1 1 211 0.000 -0.051 60 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 87.6 2.25 6.02 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 0 0 1.34 2.39 0 3 Top 3.32 1.41 87.7 1903 661759 53.99 19 1 4-Seam Fastball 1 3 3 1 3 1 3 134 0.000 0.033 62 -0.7083333 0.7083333 3.440833 1.289167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 70.2 1.97 6.26 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 1 0 0.71 3.66 0 3 Top 3.10 1.35 69.7 2489 661759 54.16 19 2 Curveball 1 3 3 1 3 1 3 319 0.000 0.063 63 -0.7083333 0.7083333 3.220833 1.229167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.0 2.08 6.06 Ryu, Hyun Jin 462101 547943 ball 11 R R L TOR OAK B 2 1 -1.42 2.85 0 3 Top 3.29 1.41 86.4 1973 661759 53.95 19 4 Cutter 1 3 3 1 3 1 3 150 0.000 0.114 65 -0.7083333 0.7083333 3.410833 1.289167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 89.1 2.04 5.92 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 1.39 2.54 1 3 Top 3.45 1.54 89.8 1926 661759 53.92 20 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.016 68 -0.7083333 0.7083333 3.570833 1.419167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 71.8 1.86 6.18 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 0 0 -0.77 1.37 1 3 Top 3.45 1.60 71.3 2538 661759 54.10 21 1 Curveball 1 3 3 1 3 1 3 324 0.000 0.042 70 -0.7083333 0.7083333 3.570833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 84.8 1.97 6.14 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 1 0 -1.32 2.01 1 3 Top 3.49 1.60 85.3 1963 661759 53.87 21 2 Cutter 1 3 3 1 3 1 3 157 0.000 0.080 71 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 -0.7083333 0.7083333 3.570833 1.589167 -0.8291667 0.8291667 ball fail called_strike
FC 4/16/2022 87.2 -1.64 6.09 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 0 1 1.03 3.87 0 3 Bot 3.67 1.74 87.5 2543 661759 54.37 24 2 Cutter 1 5 1 5 5 1 1 153 0.000 0.025 76 -0.7083333 0.7083333 3.790833 1.619167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.0 -1.60 6.05 Blackburn, Paul 605548 621112 ball 14 R L R TOR OAK B 1 1 0.26 1.19 0 3 Bot 3.70 1.79 88.1 1962 661759 54.19 24 3 Changeup 1 5 1 5 5 1 1 219 0.000 0.049 77 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.5 -1.73 5.93 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 0 -1.06 2.53 1 3 Bot 3.53 1.63 91.6 2026 661759 54.20 25 1 Sinker 1 5 1 5 5 1 1 215 0.000 0.023 80 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 80.6 -1.72 5.88 Blackburn, Paul 666182 621112 ball 14 R R R TOR OAK B 0 1 1.34 1.78 2 3 Bot 3.73 1.71 80.1 2702 661759 54.24 26 2 Slider 1 5 1 5 5 1 1 40 0.000 0.011 83 -0.7083333 0.7083333 3.850833 1.589167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 -0.7083333 0.7083333 3.780833 1.599167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 88.1 2.01 5.92 Ryu, Hyun Jin 542194 547943 called_strike 8 R R L TOR OAK S 0 0 -0.08 1.71 0 4 Top 3.62 1.71 88.4 1913 661759 53.83 27 1 4-Seam Fastball 1 5 5 1 5 1 5 135 0.000 -0.034 86 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 strike pass called_strike
FC 4/16/2022 84.1 2.10 6.01 Ryu, Hyun Jin 542194 547943 ball 14 R R L TOR OAK B 0 1 1.52 2.71 0 4 Top 3.73 1.74 84.8 1917 661759 53.97 27 2 Cutter 1 5 5 1 5 1 5 156 0.000 0.025 87 -0.7083333 0.7083333 3.850833 1.619167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.6 2.06 6.05 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 1 1 0.19 4.65 0 4 Top 3.78 1.79 87.1 1984 661759 53.96 27 3 Cutter 1 5 5 1 5 1 5 149 0.000 0.049 88 -0.7083333 0.7083333 3.900833 1.669167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 71.6 1.91 6.13 Ryu, Hyun Jin 665506 547943 ball 13 R R L TOR OAK B 0 0 -0.60 0.49 1 4 Top 3.47 1.63 71.3 2647 661759 54.08 28 1 Curveball 1 5 5 1 5 1 5 326 0.000 0.023 90 -0.7083333 0.7083333 3.590833 1.509167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 90.0 2.09 5.83 Ryu, Hyun Jin 623515 547943 ball 14 R R L TOR OAK B 0 0 0.00 0.92 2 4 Top 3.47 1.57 90.1 2030 661759 53.85 29 1 4-Seam Fastball 1 5 5 1 5 1 5 133 0.000 0.015 93 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 80.1 -1.76 5.98 Blackburn, Paul 666971 621112 called_strike 6 R R R TOR OAK S 0 0 0.32 2.64 1 4 Bot 3.59 1.71 79.5 2602 661759 54.40 31 1 Slider 1 5 1 5 5 1 1 41 0.000 -0.024 97 -0.7083333 0.7083333 3.710833 1.589167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 91.6 -1.55 5.99 Blackburn, Paul 666971 621112 ball 13 R R R TOR OAK B 0 1 -1.39 0.63 1 4 Bot 3.55 1.65 91.3 2066 661759 54.18 31 2 Sinker 1 5 1 5 5 1 1 208 0.000 0.016 98 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.8 -1.55 5.96 Blackburn, Paul 666971 621112 ball 14 R R R TOR OAK B 1 1 0.01 0.42 1 4 Bot 3.48 1.68 92.9 2066 661759 54.16 31 3 Sinker 1 5 1 5 5 1 1 221 0.000 0.033 99 -0.7083333 0.7083333 3.600833 1.559167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 80.3 -1.46 6.08 Blackburn, Paul 656305 621112 blocked_ball 14 R R R TOR OAK B 0 1 0.80 0.65 1 4 Bot 3.37 1.57 79.7 2821 661759 54.23 32 2 Curveball 1 5 1 5 5 1 1 25 0.000 0.031 102 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.3 -1.54 6.12 Blackburn, Paul 641470 621112 called_strike 5 R L R TOR OAK S 0 0 -0.07 3.00 1 4 Bot 3.64 1.68 87.1 1898 661759 54.25 33 1 Changeup 1 5 1 5 5 1 1 215 0.000 -0.081 104 -0.7083333 0.7083333 3.760833 1.559167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 86.6 -1.67 6.06 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 0 1 0.38 1.02 1 4 Bot 3.67 1.60 86.7 1809 661759 54.06 33 2 Changeup 1 5 1 5 5 1 1 220 0.000 0.055 105 -0.7083333 0.7083333 3.790833 1.479167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.3 -1.50 6.13 Blackburn, Paul 641470 621112 ball 11 R L R TOR OAK B 1 1 -1.18 4.37 1 4 Bot 3.70 1.68 91.3 1976 661759 54.18 33 3 Sinker 1 5 1 5 5 1 1 211 0.000 0.072 106 -0.7083333 0.7083333 3.820833 1.559167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 79.6 -1.64 5.96 Blackburn, Paul 672386 621112 called_strike 3 R R R TOR OAK S 0 0 0.29 2.87 1 4 Bot 3.23 1.46 79.2 2639 661759 54.28 34 1 Slider 2 5 2 5 5 2 2 45 0.000 -0.081 110 -0.7083333 0.7083333 3.350833 1.339167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 -0.7083333 0.7083333 3.360833 1.369167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 91.4 -0.80 5.87 Thornton, Trent 462101 663423 ball 11 R R R TOR OAK B 0 0 -1.58 3.71 0 5 Top 3.18 1.43 91.1 2142 661759 54.43 36 1 Sinker 2 5 5 2 5 2 5 199 0.000 0.059 114 -0.7083333 0.7083333 3.300833 1.309167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.5 -0.77 5.82 Thornton, Trent 462101 663423 called_strike 6 R R R TOR OAK S 1 0 0.65 2.52 0 5 Top 3.18 1.35 93.1 2305 661759 54.41 36 2 4-Seam Fastball 2 5 5 2 5 2 5 204 0.000 -0.074 115 -0.7083333 0.7083333 3.300833 1.229167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 93.4 -0.82 5.75 Thornton, Trent 476704 663423 ball 13 R L R TOR OAK B 0 0 -0.20 0.47 2 5 Top 3.53 1.65 92.8 2226 661759 54.31 37 1 4-Seam Fastball 2 5 5 2 5 2 5 202 0.000 0.015 117 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 78.6 -0.76 5.96 Thornton, Trent 476704 663423 ball 14 R L R TOR OAK B 1 0 0.82 0.90 2 5 Top 3.45 1.57 77.8 3001 661759 54.62 37 2 Curveball 2 5 5 2 5 2 5 25 0.000 0.023 118 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.2 -0.61 5.77 Thornton, Trent 476704 663423 called_strike 4 R L R TOR OAK S 2 0 -0.40 2.30 2 5 Top 3.48 1.65 91.8 2416 661759 54.35 37 3 4-Seam Fastball 2 5 5 2 5 2 5 205 0.000 -0.023 119 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 86.6 -1.65 6.08 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 0 0 0.08 0.92 0 5 Bot 3.51 1.54 86.9 1884 661759 54.12 38 1 Changeup 2 5 2 5 5 2 2 218 0.000 0.033 121 -0.7083333 0.7083333 3.630833 1.419167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.4 -1.52 6.09 Blackburn, Paul 669289 621112 called_strike 9 R R R TOR OAK S 1 0 0.73 1.78 0 5 Bot 3.53 1.60 85.7 2595 661759 54.24 38 2 Cutter 2 5 2 5 5 2 2 129 0.000 -0.043 122 -0.7083333 0.7083333 3.650833 1.479167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 93.1 -1.43 5.94 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 1 2 2.30 2.24 0 5 Bot 3.48 1.54 93.2 2233 661759 54.13 38 4 Sinker 2 5 2 5 5 2 2 205 0.000 0.037 124 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.0 -1.63 6.07 Blackburn, Paul 605548 621112 ball 11 R L R TOR OAK B 0 0 -1.53 2.85 1 5 Bot 3.73 1.76 86.9 1920 661759 54.25 39 1 Changeup 2 5 2 5 5 2 2 212 0.000 0.023 126 -0.7083333 0.7083333 3.850833 1.639167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.0 -1.73 5.88 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 1 2 0.20 4.91 1 5 Bot 3.73 1.79 91.7 2268 661759 54.21 39 4 4-Seam Fastball 2 5 2 5 5 2 2 213 0.000 0.023 129 -0.7083333 0.7083333 3.850833 1.669167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 80.4 -1.71 5.84 Blackburn, Paul 605548 621112 called_strike 14 R L R TOR OAK S 2 2 0.61 1.67 1 5 Bot 3.75 1.79 79.7 2764 661759 54.23 39 5 Slider 2 5 2 5 5 2 2 38 -0.016 -0.134 130 -0.7083333 0.7083333 3.870833 1.669167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 -0.7083333 0.7083333 3.610833 1.639167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 77.9 -1.98 5.84 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 1 -1.60 1.98 2 5 Bot 3.53 1.63 77.0 2709 661759 54.43 40 2 Slider 2 5 2 5 5 2 2 42 0.000 0.011 132 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.8 -1.61 5.91 Blackburn, Paul 606132 621112 ball 12 R L R TOR OAK B 1 1 1.19 3.71 2 5 Bot 3.51 1.68 85.8 2602 661759 54.28 40 3 Cutter 2 5 2 5 5 2 2 126 0.000 0.021 133 -0.7083333 0.7083333 3.630833 1.559167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.0 -1.61 6.06 Blackburn, Paul 606132 621112 ball 14 R L R TOR OAK B 2 1 1.53 0.56 2 5 Bot 3.48 1.74 87.0 1914 661759 54.21 40 4 Changeup 2 5 2 5 5 2 2 219 0.000 0.039 134 -0.7083333 0.7083333 3.600833 1.619167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 93.2 -0.60 5.86 Thornton, Trent 641914 663423 called_strike 3 R R R TOR OAK S 0 0 0.33 3.20 1 6 Top 3.37 1.49 93.0 2357 661759 54.47 42 1 4-Seam Fastball 2 5 5 2 5 2 5 196 0.000 -0.024 138 -0.7083333 0.7083333 3.490833 1.369167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 92.9 -0.76 5.83 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 0 2 0.94 2.03 1 6 Top 3.45 1.57 92.8 2463 661759 54.32 42 3 4-Seam Fastball 2 5 5 2 5 2 5 198 0.000 0.011 140 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 82.3 -1.47 5.31 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 1 2 2.36 1.56 1 6 Top 3.48 1.57 81.6 2916 661759 54.51 42 4 Slider 2 5 5 2 5 2 5 71 0.000 0.023 141 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 -0.7083333 0.7083333 3.330833 1.309167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 82.0 -1.27 5.38 Thornton, Trent 675656 663423 ball 14 R R R TOR OAK B 0 2 1.86 1.55 2 6 Top 3.37 1.54 81.6 3015 661759 54.41 43 3 Slider 2 5 5 2 5 2 5 60 0.000 0.011 146 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 94.3 -1.78 5.66 Acevedo, Domingo 666182 642758 ball 12 R R R TOR OAK B 0 0 1.21 2.68 0 6 Bot 3.73 1.63 92.5 2200 661759 55.01 44 1 4-Seam Fastball 2 5 2 5 5 2 2 229 0.000 0.033 148 -0.7083333 0.7083333 3.850833 1.509167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 -0.7083333 0.7083333 3.780833 1.569167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 93.9 -1.74 5.64 Acevedo, Domingo 665489 642758 ball 12 R R R TOR OAK B 0 0 0.91 4.43 1 6 Bot 3.70 1.65 92.0 2195 661759 55.03 45 1 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 0.023 151 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 88.1 -2.14 5.69 Acevedo, Domingo 666971 642758 called_strike 8 R R R TOR OAK S 0 0 -0.19 1.99 2 6 Bot 3.55 1.63 86.5 2141 661759 55.27 46 1 Slider 2 5 2 5 5 2 2 247 0.000 -0.017 154 -0.7083333 0.7083333 3.670833 1.509167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 93.6 -1.86 5.59 Acevedo, Domingo 666971 642758 ball 13 R R R TOR OAK B 0 1 -1.29 2.51 2 6 Bot 3.55 1.68 92.1 2178 661759 54.94 46 2 4-Seam Fastball 2 5 2 5 5 2 2 235 0.000 0.011 155 -0.7083333 0.7083333 3.670833 1.559167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.3 -1.68 5.49 Acevedo, Domingo 666971 642758 ball 12 R R R TOR OAK B 1 1 1.57 3.12 2 6 Bot 3.51 1.63 91.0 2249 661759 55.33 46 3 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.021 156 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.2 -1.86 5.47 Acevedo, Domingo 666971 642758 ball 11 R R R TOR OAK B 2 1 -0.60 3.72 2 6 Bot 3.55 1.74 91.8 2126 661759 54.90 46 4 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.039 157 -0.7083333 0.7083333 3.670833 1.619167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.4 -1.62 5.51 Acevedo, Domingo 666971 642758 called_strike 6 R R R TOR OAK S 3 1 0.66 2.47 2 6 Bot 3.55 1.65 90.1 2212 661759 55.29 46 5 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 -0.036 158 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 85.5 -2.09 5.91 Acevedo, Domingo 672386 642758 called_strike 5 R R R TOR OAK S 0 0 -0.24 2.54 2 6 Bot 3.26 1.49 83.9 2154 661759 55.18 49 1 Slider 5 5 5 5 5 5 5 242 0.000 -0.017 162 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 92.6 -1.84 5.69 Acevedo, Domingo 669289 642758 called_strike 5 R R R TOR OAK S 0 0 0.03 2.51 2 6 Bot 3.51 1.52 90.8 2147 661759 55.03 50 1 4-Seam Fastball 5 5 5 5 5 5 5 231 0.000 -0.035 164 -0.7083333 0.7083333 3.630833 1.399167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 85.9 -1.82 5.95 Acevedo, Domingo 669289 642758 ball 14 R R R TOR OAK B 0 1 0.10 0.83 2 6 Bot 3.43 1.57 84.7 1955 661759 54.82 50 2 Changeup 5 5 5 5 5 5 5 247 0.000 0.026 165 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 86.9 -2.16 5.82 Acevedo, Domingo 669289 642758 ball 13 R R R TOR OAK B 1 1 -1.07 2.22 2 6 Bot 3.45 1.57 85.6 2049 661759 55.11 50 3 Slider 5 5 5 5 5 5 5 244 0.000 0.029 166 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 82.5 -1.51 6.28 Grimm, Justin 605548 518748 ball 14 R L R TOR OAK B 0 1 1.72 2.39 2 6 Bot 3.67 1.68 83.0 2195 661759 53.60 51 2 Curveball 5 5 5 5 5 5 5 33 0.000 0.037 169 -0.7083333 0.7083333 3.790833 1.559167 -0.8291667 0.8291667 ball pass ball
KC 4/16/2022 79.6 -2.53 6.21 Phelps, David 542194 475479 called_strike 5 R R R TOR OAK S 0 0 0.14 2.90 0 7 Top 3.75 1.74 78.1 2505 661759 55.39 52 1 Knuckle Curve 5 5 5 5 5 5 5 42 0.000 -0.034 172 -0.7083333 0.7083333 3.870833 1.619167 -0.8291667 0.8291667 strike pass called_strike
KC 4/16/2022 78.2 -2.46 6.26 Phelps, David 542194 475479 ball 14 R R R TOR OAK B 0 2 0.50 0.44 0 7 Top 3.62 1.71 76.3 2554 661759 55.44 52 3 Knuckle Curve 5 5 5 5 5 5 5 30 0.000 0.017 174 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 89.4 -2.46 6.20 Phelps, David 542194 475479 ball 13 R R R TOR OAK B 1 2 -0.33 1.41 0 7 Top 3.48 1.65 88.1 2403 661759 55.31 52 4 Cutter 5 5 5 5 5 5 5 208 0.000 0.037 175 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 93.6 -2.35 6.13 Phelps, David 665506 475479 called_strike 8 R R R TOR OAK S 0 1 -0.25 1.60 1 7 Top 3.47 1.57 91.9 2182 661759 55.12 53 2 Sinker 5 5 5 5 5 5 5 212 0.000 -0.031 178 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 strike pass called_strike
KC 4/16/2022 80.3 -2.46 6.17 Phelps, David 665506 475479 ball 14 R R R TOR OAK B 0 2 0.16 0.98 1 7 Top 3.47 1.57 78.8 2615 661759 55.41 53 5 Knuckle Curve 5 5 5 5 5 5 5 29 0.000 0.011 181 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass ball
KC 4/16/2022 81.3 -2.59 6.17 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 0 0 -0.28 1.13 2 7 Top 3.56 1.65 79.6 2605 661759 55.39 54 1 Knuckle Curve 5 5 5 5 5 5 5 35 0.000 0.015 183 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball pass ball
KC 4/16/2022 80.1 -2.67 6.24 Phelps, David 664913 475479 ball 11 R L R TOR OAK B 1 0 -0.91 3.67 2 7 Top 3.51 1.60 78.4 2581 661759 55.48 54 2 Knuckle Curve 5 5 5 5 5 5 5 39 0.000 0.023 184 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 89.1 -2.58 6.14 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 2 0 -0.10 1.09 2 7 Top 3.64 1.60 87.6 2426 661759 55.32 54 3 Cutter 5 5 5 5 5 5 5 194 0.000 0.042 185 -0.7083333 0.7083333 3.760833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.2 -1.76 6.27 Grimm, Justin 606132 518748 called_strike 1 R L R TOR OAK S 0 0 -0.51 3.20 0 7 Bot 3.49 1.71 92.5 2176 661759 53.74 55 1 4-Seam Fastball 5 5 5 5 5 5 5 210 0.000 -0.034 188 -0.7083333 0.7083333 3.610833 1.589167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 83.9 -1.96 6.06 Grimm, Justin 606132 518748 ball 14 R L R TOR OAK B 0 2 2.50 0.51 0 7 Bot 3.49 1.60 83.9 2506 661759 53.71 55 3 Curveball 5 5 5 5 5 5 5 37 0.000 0.017 190 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 -0.7083333 0.7083333 3.820833 1.589167 -0.8291667 0.8291667 ball fail called_strike
CU 4/16/2022 83.6 -1.86 6.12 Grimm, Justin 665489 518748 ball 14 R R R TOR OAK B 0 1 1.47 0.75 2 7 Bot 3.59 1.60 83.5 2464 661759 53.78 57 2 Curveball 5 5 5 5 5 5 5 40 0.000 0.011 194 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 -0.7083333 0.7083333 3.380833 1.259167 -0.8291667 0.8291667 strike fail ball
CU 4/16/2022 79.7 -2.82 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 0 1 0.84 0.87 1 8 Top 3.29 1.35 78.3 2749 661759 54.89 59 2 Curveball 5 5 5 5 5 5 5 56 0.000 0.016 200 -0.7083333 0.7083333 3.410833 1.229167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 81.0 -2.85 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 1 1 1.01 0.94 1 8 Top 3.34 1.38 79.8 2662 661759 54.82 59 3 Curveball 5 5 5 5 5 5 5 83 0.000 0.033 201 -0.7083333 0.7083333 3.460833 1.259167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 93.6 -2.77 5.09 Garcia, Yimi 462101 554340 ball 13 R R R TOR OAK B 2 2 -0.27 0.63 1 8 Top 3.40 1.41 92.3 2210 661759 54.60 59 5 Sinker 5 5 5 5 5 5 5 226 0.000 0.073 203 -0.7083333 0.7083333 3.520833 1.289167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 -0.7083333 0.7083333 3.350833 1.289167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 87.6 -2.83 5.17 Garcia, Yimi 476704 554340 ball 14 R L R TOR OAK B 0 0 1.42 2.26 1 8 Top 3.59 1.85 86.6 2437 661759 54.83 60 1 Slider 5 5 5 5 5 5 5 199 0.000 0.042 205 -0.7083333 0.7083333 3.710833 1.729167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.9 -2.81 5.17 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 1 0 -1.24 1.37 1 8 Top 3.59 1.74 90.5 2138 661759 54.80 60 2 Sinker 5 5 5 5 5 5 5 225 0.000 0.080 206 -0.7083333 0.7083333 3.710833 1.619167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 93.0 -2.88 5.13 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 2 0 -1.29 2.07 1 8 Top 3.56 1.74 91.7 2179 661759 54.84 60 3 Sinker 5 5 5 5 5 5 5 220 0.000 0.108 207 -0.7083333 0.7083333 3.680833 1.619167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 90.7 -2.65 5.20 Garcia, Yimi 476704 554340 ball 11 R L R TOR OAK B 3 0 -1.06 3.10 1 8 Top 3.51 1.63 89.6 2088 661759 54.74 60 4 Sinker 5 5 5 5 5 5 5 230 -0.066 0.150 208 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 94.2 -2.82 5.10 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 0 0 -1.85 2.16 1 8 Top 3.53 1.68 93.3 2192 661759 54.63 61 1 Sinker 5 5 5 5 5 5 5 228 0.000 0.063 209 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 89.4 -2.84 5.12 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 1 0 0.08 2.13 1 8 Top 3.49 1.63 88.7 2455 661759 54.75 61 2 Slider 5 5 5 5 5 5 5 207 0.000 -0.089 210 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 87.1 -2.73 5.22 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 1 1 -0.41 1.29 1 8 Top 3.49 1.68 86.0 1757 661759 54.69 61 3 Changeup 5 5 5 5 5 5 5 246 0.000 0.072 211 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.3 -2.73 5.23 Garcia, Yimi 669221 554340 ball 11 R R R TOR OAK B 2 1 -1.60 2.63 1 8 Top 3.49 1.68 90.7 2078 661759 54.91 61 4 Sinker 5 5 5 5 5 5 5 228 -0.107 0.172 212 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 94.6 -2.88 5.00 Garcia, Yimi 669221 554340 called_strike 5 R R R TOR OAK S 3 1 0.14 2.78 1 8 Top 3.43 1.63 93.9 2285 661759 54.69 61 5 4-Seam Fastball 5 5 5 5 5 5 5 236 0.000 -0.203 213 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 94.3 -2.86 5.03 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 3 2 -0.18 1.98 1 8 Top 3.43 1.63 93.9 2346 661759 54.61 61 6 4-Seam Fastball 5 5 5 5 5 5 5 229 0.164 -0.680 214 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 -0.7083333 0.7083333 3.300833 1.419167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 -0.7083333 0.7083333 3.520833 1.529167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 81.6 -0.20 6.61 Jiménez, Dany 666971 666204 called_strike 6 R R R TOR OAK S 1 0 0.76 2.90 0 8 Bot 3.48 1.71 80.5 2267 661759 54.87 63 2 Slider 5 5 5 5 5 5 5 115 0.000 -0.043 218 -0.7083333 0.7083333 3.600833 1.589167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 94.8 -0.27 6.48 Jiménez, Dany 666971 666204 ball 12 R R R TOR OAK B 1 2 0.10 5.78 0 8 Bot 3.55 1.60 93.9 2218 661759 54.73 63 4 4-Seam Fastball 5 5 5 5 5 5 5 192 0.000 0.037 220 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 83.3 -0.08 6.44 Jiménez, Dany 666971 666204 ball 14 R R R TOR OAK B 2 2 0.91 1.35 0 8 Bot 3.55 1.60 82.7 2370 661759 54.74 63 5 Slider 5 5 5 5 5 5 5 92 0.000 0.103 221 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 82.9 -0.18 6.54 Jiménez, Dany 656305 666204 called_strike 6 R R R TOR OAK S 0 0 0.60 2.48 1 8 Bot 3.37 1.57 82.3 2415 661759 54.85 64 1 Slider 5 5 5 5 5 5 5 83 0.000 -0.024 223 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 94.4 0.02 6.45 Jiménez, Dany 656305 666204 ball 12 R R R TOR OAK B 0 1 1.26 3.78 1 8 Bot 3.45 1.57 93.6 2191 661759 54.55 64 2 4-Seam Fastball 5 5 5 5 5 5 5 196 0.000 0.016 224 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 82.1 -0.21 6.45 Jiménez, Dany 656305 666204 called_strike 9 R R R TOR OAK S 1 1 0.75 1.86 1 8 Bot 3.37 1.54 81.6 2395 661759 54.75 64 3 Slider 5 5 5 5 5 5 5 86 0.000 -0.036 225 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 -0.7083333 0.7083333 3.500833 1.519167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 -0.7083333 0.7083333 3.850833 1.559167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 81.6 -0.21 6.44 Jiménez, Dany 641470 666204 called_strike 9 R L R TOR OAK S 1 0 0.62 2.25 2 8 Bot 3.70 1.65 80.8 2360 661759 54.86 65 2 Slider 5 5 5 5 5 5 5 76 0.000 -0.021 228 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 83.2 -0.01 6.44 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 1 2 0.86 -0.14 2 8 Bot 3.56 1.57 82.9 2290 661759 54.49 65 4 Slider 5 5 5 5 5 5 5 131 0.000 0.014 230 -0.7083333 0.7083333 3.680833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 83.5 -0.23 6.40 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 2 2 1.10 -1.78 2 8 Bot 3.53 1.65 82.3 2252 661759 54.65 65 5 Slider 5 5 5 5 5 5 5 28 0.000 0.033 231 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 81.5 -1.62 6.05 Merryweather, Julian 641856 657240 ball 13 R L R TOR OAK B 0 2 -0.99 1.08 0 9 Top 3.29 1.46 82.2 1299 661759 53.89 66 4 Changeup 5 5 5 5 5 5 5 221 0.000 0.017 236 -0.7083333 0.7083333 3.410833 1.339167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 -0.7083333 0.7083333 3.420833 1.489167 -0.8291667 0.8291667 ball fail called_strike
CU 4/16/2022 80.0 -1.79 6.00 Merryweather, Julian 542194 657240 called_strike 1 R R R TOR OAK S 0 0 -0.33 3.21 1 9 Top 3.56 1.71 79.9 2347 661759 54.02 67 1 Curveball 5 5 5 5 5 5 5 25 0.000 -0.024 238 -0.7083333 0.7083333 3.680833 1.589167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 80.4 -1.80 5.99 Merryweather, Julian 542194 657240 ball 11 R R R TOR OAK B 0 2 -1.14 4.13 1 9 Top 3.49 1.65 80.5 2055 661759 53.97 67 6 Curveball 5 5 5 5 5 5 5 33 0.000 0.011 243 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 97.2 -1.88 5.95 Merryweather, Julian 665506 657240 ball 13 R R R TOR OAK B 0 0 -0.11 1.28 1 9 Top 3.51 1.60 97.9 2271 661759 53.76 68 1 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.042 246 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 81.8 -1.78 6.07 Merryweather, Julian 664913 657240 called_strike 9 R L R TOR OAK S 0 0 0.31 2.08 1 9 Top 3.41 1.62 82.5 1374 661759 53.77 69 1 Changeup 5 7 7 5 7 5 7 222 0.000 -0.024 248 -0.7083333 0.7083333 3.530833 1.499167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 80.1 -1.86 6.04 Merryweather, Julian 664913 657240 ball 11 R L R TOR OAK B 0 1 -1.28 4.49 1 9 Top 3.40 1.54 80.2 1812 661759 54.00 69 2 Curveball 5 7 7 5 7 5 7 27 0.000 0.016 249 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike fail ball
CH 4/16/2022 81.3 -1.65 6.08 Merryweather, Julian 664913 657240 called_strike 4 R L R TOR OAK S 2 1 -0.32 2.45 1 9 Top 3.41 1.54 81.5 1342 661759 53.94 69 4 Changeup 5 7 7 5 7 5 7 222 0.000 -0.046 251 -0.7083333 0.7083333 3.530833 1.419167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 89.0 -1.74 6.02 Merryweather, Julian 640461 657240 called_strike 6 R R R TOR OAK S 0 0 0.79 2.37 2 9 Top 3.62 1.65 89.6 2241 661759 53.82 70 1 Slider 5 7 7 5 7 5 7 352 0.000 -0.017 253 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 96.8 -1.33 6.22 Trivino, Lou 672386 642152 ball 12 R R R TOR OAK B 0 0 1.06 2.37 0 9 Bot 2.93 1.32 96.4 2059 661759 54.06 71 1 4-Seam Fastball 5 7 5 7 7 5 5 227 0.000 0.033 256 -0.7083333 0.7083333 3.050833 1.199167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 96.7 -1.35 6.11 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 1 0 1.51 2.05 0 9 Bot 3.18 1.40 96.4 1960 661759 54.08 71 2 4-Seam Fastball 5 7 5 7 7 5 5 226 0.000 0.063 257 -0.7083333 0.7083333 3.300833 1.279167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.7 -1.41 6.14 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 2 0 0.96 1.55 0 9 Bot 2.96 1.29 96.4 2113 661759 54.14 71 3 Sinker 5 7 5 7 7 5 5 223 0.000 0.134 258 -0.7083333 0.7083333 3.080833 1.169167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 96.3 -1.38 6.21 Trivino, Lou 672386 642152 called_strike 3 R R R TOR OAK S 3 0 0.54 2.75 0 9 Bot 3.04 1.38 95.5 1980 661759 54.30 71 4 4-Seam Fastball 5 7 5 7 7 5 5 219 0.000 -0.076 259 -0.7083333 0.7083333 3.160833 1.259167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 96.9 -1.45 6.16 Trivino, Lou 672386 642152 ball 11 R R R TOR OAK B 3 1 -0.64 3.29 0 9 Bot 3.15 1.46 96.7 2081 661759 54.11 71 5 Sinker 5 7 5 7 7 5 5 221 0.090 0.245 260 -0.7083333 0.7083333 3.270833 1.339167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball fail called_strike
CH 4/16/2022 87.6 -1.36 6.09 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 0 2 0.83 1.00 0 9 Bot 3.56 1.49 87.7 1851 661759 53.88 72 3 Changeup 5 7 5 7 7 5 5 261 0.000 0.042 263 -0.7083333 0.7083333 3.680833 1.369167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 97.5 -1.33 6.20 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 1 2 0.53 1.46 0 9 Bot 3.59 1.60 97.0 2123 661759 54.24 72 4 Sinker 5 7 5 7 7 5 5 222 0.000 0.085 264 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 93.8 -1.16 6.28 Trivino, Lou 543807 642152 ball 14 R R R TOR OAK B 0 0 1.66 2.08 1 9 Bot 3.49 1.51 93.7 2237 661759 54.27 73 1 Cutter 5 7 5 7 7 5 5 212 0.000 0.042 266 -0.7083333 0.7083333 3.610833 1.389167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.4 -1.28 6.23 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 1 1 -0.86 4.10 1 9 Bot 3.49 1.49 96.4 2006 661759 54.28 73 3 Sinker 5 7 5 7 7 5 5 244 0.000 0.073 268 -0.7083333 0.7083333 3.610833 1.369167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.0 -1.52 6.14 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 2 1 -0.99 2.84 1 9 Bot 3.45 1.51 88.0 1660 661759 54.12 73 4 Changeup 5 7 5 7 7 5 5 263 0.000 0.102 269 -0.7083333 0.7083333 3.570833 1.389167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.2 -1.42 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 0 0 -2.18 3.94 2 9 Bot 3.48 1.62 96.0 2023 661759 54.28 74 1 Sinker 5 7 5 7 7 5 5 219 0.002 0.032 272 -0.7083333 0.7083333 3.600833 1.499167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.4 -1.45 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 1 1 -1.55 2.95 2 9 Bot 3.49 1.65 88.0 1701 661759 54.32 74 3 Changeup 5 7 5 7 7 5 5 263 0.000 0.036 274 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.0 2.15 6.06 Ryu, Hyun Jin 640461 547943 hit_into_play 1 R R L TOR OAK X 3 1 -0.48 2.98 0 1 Top 3.47 1.59 84.8 1993 661759 54.14 1 5 Cutter 0 0 0 0 0 0 0 152 0.022 -0.375 5 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 88.9 2.01 6.08 Ryu, Hyun Jin 462101 547943 swinging_strike 4 R R L TOR OAK S 0 0 -0.31 2.62 1 1 Top 3.37 1.53 88.6 2017 661759 53.93 2 1 4-Seam Fastball 0 0 0 0 0 0 0 133 0.000 -0.024 6 NA NA NA NA NA NA swinging_strike pass swinging_strike
FC 4/16/2022 87.3 2.02 6.06 Ryu, Hyun Jin 462101 547943 hit_into_play 13 R R L TOR OAK X 0 2 -1.30 2.41 1 1 Top 3.37 1.53 87.4 2003 661759 54.01 2 3 Cutter 0 0 0 0 0 0 0 151 0.015 -0.100 8 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 70.6 1.84 6.23 Ryu, Hyun Jin 476704 547943 foul 6 R R L TOR OAK S 1 1 0.31 2.40 2 1 Top 3.37 1.53 69.7 2586 661759 54.23 3 3 Curveball 0 0 0 0 0 0 0 328 0.000 -0.023 11 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 86.9 -2.00 6.16 Blackburn, Paul 606132 621112 foul 14 R L R TOR OAK S 0 1 0.01 1.47 0 1 Bot 3.49 1.60 86.9 2062 661759 54.23 4 2 Changeup 0 0 0 0 0 0 0 220 0.000 -0.046 14 NA NA NA NA NA NA foul pass foul
CU 4/16/2022 79.9 -1.90 6.03 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 0 2 0.77 1.91 0 1 Bot 3.49 1.60 79.0 2594 661759 54.38 4 3 Curveball 0 0 0 0 0 0 0 25 0.060 0.714 15 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 88.6 -1.81 6.09 Blackburn, Paul 666182 621112 swinging_strike 6 R R R TOR OAK S 0 0 0.30 2.72 0 1 Bot 3.37 1.53 88.6 2448 661759 54.30 5 1 Cutter 0 0 0 0 0 0 0 181 0.000 -0.056 16 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 92.6 -1.66 6.08 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 0 1 -0.97 2.54 0 1 Bot 3.37 1.53 92.6 2057 661759 54.25 5 2 Sinker 0 0 0 0 0 0 0 211 -0.010 -0.205 17 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 89.0 -1.74 6.09 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 1 0 -0.44 1.06 1 1 Bot 3.47 1.59 89.1 2003 661759 54.13 6 2 Sinker 0 0 0 0 0 1 1 225 0.054 0.530 19 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.7 -1.67 6.01 Blackburn, Paul 666971 621112 hit_into_play 6 R R R TOR OAK X 1 1 0.55 2.86 2 1 Bot 3.55 1.63 92.7 1979 661759 54.19 7 3 Sinker 1 0 1 0 0 1 1 219 -0.009 -0.093 22 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 78.3 2.16 6.02 Ryu, Hyun Jin 669221 547943 hit_into_play 6 R R L TOR OAK X 1 0 0.46 2.44 0 2 Top 3.49 1.60 78.4 1508 661759 53.95 8 2 Changeup 1 0 0 1 0 1 0 120 -0.066 0.600 24 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 69.9 2.17 6.32 Ryu, Hyun Jin 641914 547943 hit_into_play 1 R R L TOR OAK X 0 0 -0.53 2.87 0 2 Top 3.37 1.53 69.2 2472 661759 54.25 9 1 Curveball 1 0 0 1 1 1 1 320 -0.106 0.654 25 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 79.1 2.38 5.95 Ryu, Hyun Jin 675656 547943 foul_bunt 3 R R L TOR OAK S 0 0 0.30 2.82 0 2 Top 3.37 1.53 79.4 1727 661759 53.97 10 1 Changeup 1 1 1 1 1 1 1 124 0.000 -0.056 26 NA NA NA NA NA NA foul_bunt pass swinging_strike
FC 4/16/2022 84.6 2.03 6.14 Ryu, Hyun Jin 675656 547943 foul 13 R R L TOR OAK S 1 1 -1.18 2.21 0 2 Top 3.37 1.53 85.2 1928 661759 53.98 10 3 Cutter 1 1 1 1 1 1 1 151 0.000 -0.090 28 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 88.3 2.15 6.04 Ryu, Hyun Jin 675656 547943 hit_into_play 2 R R L TOR OAK X 1 2 -0.05 3.10 0 2 Top 3.37 1.53 88.3 2056 661759 53.84 10 4 4-Seam Fastball 1 1 1 1 2 1 2 134 -0.101 1.081 29 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 84.5 2.11 6.13 Ryu, Hyun Jin 542194 547943 swinging_strike 13 R R L TOR OAK S 1 0 -1.19 1.95 0 2 Top 3.49 1.60 84.8 2052 661759 53.96 11 2 Cutter 1 2 2 1 2 1 2 158 0.000 -0.063 31 NA NA NA NA NA NA swinging_strike pass swinging_strike
FC 4/16/2022 85.5 2.11 6.14 Ryu, Hyun Jin 542194 547943 hit_into_play 1 R R L TOR OAK X 1 1 -0.67 3.10 0 2 Top 3.49 1.60 85.8 1986 661759 53.95 11 3 Cutter 1 2 2 1 3 1 3 147 -0.088 0.991 32 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 87.5 2.07 6.03 Ryu, Hyun Jin 665506 547943 foul 6 R R L TOR OAK S 0 0 0.52 2.55 0 2 Top 3.47 1.59 87.6 1928 661759 53.97 12 1 4-Seam Fastball 1 3 3 1 3 1 3 138 0.000 -0.056 33 NA NA NA NA NA NA foul pass foul
FC 4/16/2022 85.6 2.07 6.07 Ryu, Hyun Jin 665506 547943 hit_into_play 2 R R L TOR OAK X 1 1 -0.07 3.16 0 2 Top 3.47 1.59 85.8 1959 661759 54.06 12 3 Cutter 1 3 3 1 3 1 3 150 0.032 -0.341 35 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 71.6 1.79 6.25 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 1 0.56 2.25 1 2 Top 3.47 1.59 71.1 2662 661759 54.02 13 3 Curveball 1 3 3 1 3 1 3 326 0.026 -0.305 38 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 85.0 1.98 6.02 Ryu, Hyun Jin 640461 547943 foul 1 R R L TOR OAK S 1 0 -0.60 3.09 2 2 Top 3.47 1.59 85.9 1934 661759 53.77 14 2 Cutter 1 3 3 1 3 1 3 157 0.000 -0.053 40 NA NA NA NA NA NA foul pass foul
FC 4/16/2022 85.6 2.06 6.02 Ryu, Hyun Jin 640461 547943 hit_into_play 2 R R L TOR OAK X 1 1 -0.15 3.36 2 2 Top 3.47 1.59 86.4 1863 661759 53.97 14 3 Cutter 1 3 3 1 3 1 3 146 0.026 -0.298 41 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.6 -1.47 6.01 Blackburn, Paul 656305 621112 foul 3 R R R TOR OAK S 3 2 0.58 3.34 0 2 Bot 3.37 1.53 92.8 2062 661759 54.12 15 6 Sinker 1 3 1 3 3 1 1 202 0.000 0.000 47 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 93.6 -1.61 5.96 Blackburn, Paul 656305 621112 swinging_strike 9 R R R TOR OAK S 3 2 0.28 1.84 0 2 Bot 3.37 1.53 93.8 2069 661759 54.07 15 7 Sinker 1 3 1 3 3 1 1 206 -0.024 -0.299 48 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 92.3 -1.75 6.04 Blackburn, Paul 641470 621112 swinging_strike 11 R L R TOR OAK S 2 1 -1.25 3.40 1 2 Bot 3.49 1.60 92.5 1980 661759 54.18 16 4 Sinker 1 3 1 3 3 1 1 209 0.000 -0.046 52 NA NA NA NA NA NA swinging_strike pass swinging_strike
FF 4/16/2022 93.9 -1.80 5.90 Blackburn, Paul 641470 621112 hit_into_play 5 R L R TOR OAK X 2 2 -0.25 2.43 1 2 Bot 3.49 1.60 93.8 2276 661759 54.17 16 5 4-Seam Fastball 1 3 1 3 3 1 1 210 0.027 0.284 53 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.3 -1.51 5.97 Blackburn, Paul 672386 621112 hit_into_play 2 R R R TOR OAK X 2 1 0.06 3.05 1 2 Bot 3.26 1.48 92.2 1995 661759 54.20 17 4 Sinker 1 3 1 3 3 1 1 205 -0.030 -0.357 57 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 93.4 -1.50 6.03 Blackburn, Paul 669289 621112 hit_into_play 7 R R R TOR OAK X 1 2 -0.31 1.96 2 2 Bot 3.30 1.50 93.5 1989 661759 54.16 18 4 Sinker 1 3 1 3 3 1 1 207 -0.025 -0.158 61 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 88.3 2.14 5.91 Ryu, Hyun Jin 462101 547943 foul 8 R R L TOR OAK S 2 0 -0.04 1.88 0 3 Top 3.37 1.53 88.7 1986 661759 53.78 19 3 4-Seam Fastball 1 3 3 1 3 1 3 130 0.000 -0.056 64 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 89.6 2.10 5.94 Ryu, Hyun Jin 462101 547943 hit_into_play 2 R R L TOR OAK X 3 1 0.00 2.85 0 3 Top 3.37 1.53 89.8 1972 661759 54.06 19 5 4-Seam Fastball 1 3 3 1 3 1 3 134 0.017 -0.375 66 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 79.9 2.22 5.86 Ryu, Hyun Jin 476704 547943 swinging_strike 6 R R L TOR OAK S 0 0 0.54 2.54 1 3 Top 3.37 1.53 80.2 1635 661759 53.88 20 1 Changeup 1 3 3 1 3 1 3 124 0.000 -0.024 67 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 79.4 2.15 5.84 Ryu, Hyun Jin 476704 547943 hit_into_play 7 R R L TOR OAK X 1 1 -0.32 1.88 1 3 Top 3.37 1.53 79.8 1723 661759 53.88 20 3 Changeup 1 3 3 1 3 1 3 123 -0.018 0.270 69 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 88.2 2.09 5.87 Ryu, Hyun Jin 669221 547943 hit_into_play 5 R R L TOR OAK X 2 0 0.23 2.65 1 3 Top 3.49 1.60 88.6 2015 661759 53.78 21 3 4-Seam Fastball 1 3 3 1 5 1 5 128 -0.137 1.597 72 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 71.5 1.91 6.13 Ryu, Hyun Jin 641914 547943 hit_into_play 8 R R L TOR OAK X 0 0 -0.22 2.01 1 3 Top 3.37 1.53 70.8 2631 661759 54.12 22 1 Curveball 1 5 5 1 5 1 5 322 0.006 -0.156 73 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 78.8 2.23 5.87 Ryu, Hyun Jin 675656 547943 hit_into_play 14 R R L TOR OAK X 0 0 0.83 2.34 2 3 Top 3.37 1.53 78.9 1564 661759 53.90 23 1 Changeup 1 5 5 1 5 1 5 122 0.005 -0.099 74 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.4 -1.72 6.11 Blackburn, Paul 605548 621112 swinging_strike 13 R L R TOR OAK S 2 1 -1.21 2.31 0 3 Bot 3.55 1.63 86.4 1763 661759 54.31 24 4 Changeup 1 5 1 5 5 1 1 218 0.000 -0.066 78 NA NA NA NA NA NA swinging_strike pass swinging_strike
CU 4/16/2022 79.9 -1.73 5.96 Blackburn, Paul 605548 621112 hit_into_play 7 R L R TOR OAK X 2 2 -0.39 2.18 0 3 Bot 3.55 1.63 79.0 2648 661759 54.35 24 5 Curveball 1 5 1 5 5 1 1 33 -0.019 -0.195 79 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.9 -1.66 6.13 Blackburn, Paul 606132 621112 hit_into_play 5 R L R TOR OAK X 1 0 -0.05 2.20 1 3 Bot 3.49 1.60 87.1 1966 661759 54.22 25 2 Changeup 1 5 1 5 5 1 1 213 -0.012 -0.178 81 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 79.8 -1.59 6.05 Blackburn, Paul 666182 621112 foul 9 R R R TOR OAK S 0 0 0.46 1.86 2 3 Bot 3.37 1.53 79.3 2675 661759 54.30 26 1 Slider 1 5 1 5 5 1 1 36 0.000 -0.017 82 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 92.5 -1.55 5.94 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 1 2 -1.04 2.89 2 3 Bot 3.37 1.53 92.8 1995 661759 54.12 26 4 Sinker 1 5 1 5 5 1 1 207 -0.007 -0.070 85 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 80.1 2.29 5.89 Ryu, Hyun Jin 542194 547943 hit_into_play 6 R R L TOR OAK X 2 1 0.74 2.37 0 4 Top 3.49 1.60 80.2 1546 661759 53.88 27 4 Changeup 1 5 5 1 5 1 5 119 0.008 -0.261 89 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 80.0 2.24 5.92 Ryu, Hyun Jin 665506 547943 swinging_strike 6 R R L TOR OAK S 1 0 0.31 2.35 1 4 Top 3.47 1.59 80.5 1648 661759 53.69 28 2 Changeup 1 5 5 1 5 1 5 123 0.000 -0.031 91 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 79.0 2.17 5.88 Ryu, Hyun Jin 665506 547943 hit_into_play 14 R R L TOR OAK X 1 1 1.24 2.38 1 4 Top 3.47 1.59 79.1 1617 661759 53.99 28 3 Changeup 1 5 5 1 5 1 5 117 0.006 -0.148 92 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 89.7 2.19 5.90 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 0 0.65 2.21 2 4 Top 3.47 1.59 90.1 1986 661759 53.76 29 2 4-Seam Fastball 1 5 5 1 5 1 5 131 0.005 -0.114 94 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.2 -1.63 5.96 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 0 1 -1.11 2.27 0 4 Bot 3.47 1.59 92.2 2094 661759 54.20 30 2 Sinker 1 5 1 5 5 1 1 203 -0.019 -0.187 96 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 87.0 -1.49 6.08 Blackburn, Paul 666971 621112 hit_into_play 5 R R R TOR OAK X 2 1 -0.19 2.54 1 4 Bot 3.55 1.63 87.3 1835 661759 54.21 31 4 Changeup 1 5 1 5 5 1 1 214 0.021 0.237 100 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.8 -1.56 6.12 Blackburn, Paul 656305 621112 foul 5 R R R TOR OAK S 0 0 -0.18 2.28 1 4 Bot 3.37 1.53 87.2 1763 661759 54.18 32 1 Changeup 1 5 1 5 5 1 1 214 0.000 -0.048 101 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 92.0 -1.42 6.02 Blackburn, Paul 656305 621112 hit_into_play 4 R R R TOR OAK X 1 1 -0.75 2.78 1 4 Bot 3.37 1.53 92.2 1887 661759 54.22 32 3 Sinker 1 5 1 5 5 1 1 206 0.034 0.499 103 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.3 -1.57 6.12 Blackburn, Paul 641470 621112 swinging_strike 13 R L R TOR OAK S 2 1 -1.20 2.42 1 4 Bot 3.49 1.60 86.3 1778 661759 54.22 33 4 Changeup 1 5 1 5 5 1 1 208 0.000 -0.130 107 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 87.7 -1.50 6.11 Blackburn, Paul 641470 621112 foul 9 R L R TOR OAK S 2 2 0.33 1.64 1 4 Bot 3.49 1.60 87.8 1975 661759 54.06 33 5 Changeup 1 5 1 5 5 1 1 213 0.000 0.000 108 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 87.7 -1.58 6.09 Blackburn, Paul 641470 621112 hit_into_play 7 R L R TOR OAK X 2 2 -0.77 2.00 1 4 Bot 3.49 1.60 87.9 1900 661759 54.21 33 6 Changeup 1 5 1 5 5 2 2 210 0.080 0.994 109 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 79.3 -1.63 5.97 Blackburn, Paul 672386 621112 hit_into_play 6 R R R TOR OAK X 0 1 0.77 2.30 1 4 Bot 3.26 1.48 78.7 2696 661759 54.35 34 2 Slider 2 5 2 5 5 2 2 38 -0.095 -0.534 111 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 81.3 -1.49 5.45 Thornton, Trent 640461 663423 hit_into_play 9 R R R TOR OAK X 0 1 0.79 2.11 0 5 Top 3.47 1.59 81.1 2847 661759 54.39 35 2 Slider 2 5 5 2 5 2 5 59 -0.018 0.429 113 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 89.9 -0.72 5.71 Thornton, Trent 462101 663423 hit_into_play 7 R R R TOR OAK X 1 1 -0.76 2.00 0 5 Top 3.37 1.53 89.8 2056 661759 54.36 36 3 Sinker 2 5 5 2 5 2 5 200 0.038 -0.494 116 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 80.8 -1.37 5.43 Thornton, Trent 476704 663423 hit_into_play 12 R L R TOR OAK X 2 1 1.26 2.63 2 5 Top 3.37 1.53 80.3 2929 661759 54.49 37 4 Slider 2 5 5 2 5 2 5 64 0.005 -0.114 120 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 90.3 -1.49 6.01 Blackburn, Paul 669289 621112 foul 4 R R R TOR OAK S 1 1 -0.63 2.66 0 5 Bot 3.30 1.50 90.4 2125 661759 54.30 38 3 Sinker 2 5 2 5 5 2 2 209 0.000 -0.054 123 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 79.0 -1.73 5.93 Blackburn, Paul 669289 621112 swinging_strike 6 R R R TOR OAK S 2 2 0.57 2.20 0 5 Bot 3.30 1.50 78.4 2596 661759 54.25 38 5 Slider 2 5 2 5 5 2 2 39 -0.025 -0.195 125 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 85.9 -1.62 6.03 Blackburn, Paul 605548 621112 swinging_strike 8 R L R TOR OAK S 1 0 -0.04 1.64 1 5 Bot 3.55 1.63 86.2 1925 661759 54.14 39 2 Changeup 2 5 2 5 5 2 2 218 0.000 -0.031 127 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 91.7 -1.80 5.88 Blackburn, Paul 605548 621112 swinging_strike 11 R L R TOR OAK S 1 1 -1.27 2.84 1 5 Bot 3.55 1.63 92.0 2075 661759 54.12 39 3 Sinker 2 5 2 5 5 2 2 207 0.000 -0.036 128 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 91.2 -1.66 5.91 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 3 1 0.41 1.88 2 5 Bot 3.49 1.60 91.2 2068 661759 54.20 40 5 Sinker 2 5 2 5 5 2 2 215 -0.010 -0.153 135 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 79.4 -1.59 5.38 Thornton, Trent 669221 663423 hit_into_play 5 R R R TOR OAK X 0 1 0.16 2.72 0 6 Top 3.49 1.60 78.6 2892 661759 54.71 41 2 Slider 2 5 5 2 5 2 5 67 0.010 -0.187 137 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 93.3 -0.72 5.82 Thornton, Trent 641914 663423 foul 3 R R R TOR OAK S 0 1 0.45 3.12 1 6 Top 3.37 1.53 93.0 2328 661759 54.46 42 2 4-Seam Fastball 2 5 5 2 5 2 5 197 0.000 -0.031 139 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 93.7 -0.70 5.82 Thornton, Trent 641914 663423 foul 9 R R R TOR OAK S 2 2 0.45 1.89 1 6 Top 3.37 1.53 93.6 2440 661759 54.16 42 5 4-Seam Fastball 2 5 5 2 5 2 5 203 0.000 0.000 142 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 93.6 -0.54 5.78 Thornton, Trent 641914 663423 swinging_strike 3 R R R TOR OAK S 2 2 0.47 3.03 1 6 Top 3.37 1.53 93.2 2404 661759 54.32 42 6 4-Seam Fastball 2 5 5 2 5 2 5 198 0.008 -0.134 143 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 80.4 -1.49 5.24 Thornton, Trent 675656 663423 foul 14 R R R TOR OAK S 0 1 0.96 1.67 2 6 Top 3.37 1.53 79.4 2867 661759 54.54 43 2 Slider 2 5 5 2 5 2 5 62 0.000 -0.023 145 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 80.4 -1.38 5.28 Thornton, Trent 675656 663423 swinging_strike 9 R R R TOR OAK S 1 2 0.31 1.86 2 6 Top 3.37 1.53 80.2 2987 661759 54.40 43 4 Slider 2 5 5 2 5 2 5 63 0.005 -0.070 147 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 88.3 -2.10 5.80 Acevedo, Domingo 666182 642758 hit_into_play 2 R R R TOR OAK X 1 1 -0.24 3.33 0 6 Bot 3.37 1.53 86.6 2232 661759 55.23 44 3 Slider 2 5 2 5 5 2 2 242 -0.026 -0.212 150 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.8 -1.87 5.91 Acevedo, Domingo 665489 642758 foul 13 R R R TOR OAK S 1 0 -1.07 2.52 1 6 Bot 3.47 1.59 85.6 2003 661759 54.92 45 2 Changeup 2 5 2 5 5 2 2 247 0.000 -0.031 152 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 94.2 -1.68 5.57 Acevedo, Domingo 665489 642758 hit_into_play 2 R R R TOR OAK X 1 1 0.25 3.21 1 6 Bot 3.47 1.59 92.8 2148 661759 54.87 45 3 4-Seam Fastball 2 5 2 5 5 2 2 235 -0.017 -0.148 153 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 92.6 -1.62 5.49 Acevedo, Domingo 666971 642758 hit_into_play 8 R R R TOR OAK X 3 2 0.15 2.18 2 6 Bot 3.55 1.63 90.9 2085 661759 55.03 46 6 4-Seam Fastball 2 5 2 5 5 2 2 237 0.014 0.100 159 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 94.1 -1.89 5.48 Acevedo, Domingo 656305 642758 hit_into_play 4 R R R TOR OAK X 0 0 -0.49 2.77 2 6 Bot 3.37 1.53 92.5 2186 661759 54.90 47 1 4-Seam Fastball 2 5 2 5 5 4 4 231 0.197 1.880 160 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 94.0 -1.73 5.62 Acevedo, Domingo 641470 642758 hit_into_play 5 R L R TOR OAK X 0 0 -0.07 2.37 2 6 Bot 3.49 1.60 92.2 2279 661759 55.02 48 1 4-Seam Fastball 4 5 4 5 5 5 5 233 0.198 1.000 161 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 86.2 -2.32 5.64 Acevedo, Domingo 672386 642758 hit_into_play 4 R R R TOR OAK X 0 1 -0.42 2.41 2 6 Bot 3.26 1.48 84.4 2125 661759 55.40 49 2 Slider 5 5 5 5 5 5 5 248 0.019 0.134 163 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 93.0 -1.87 5.49 Acevedo, Domingo 669289 642758 hit_into_play 2 R R R TOR OAK X 2 1 0.03 3.19 2 6 Bot 3.30 1.50 91.4 2149 661759 54.82 50 4 4-Seam Fastball 5 5 5 5 5 5 5 235 0.029 0.268 167 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 80.8 -1.65 6.22 Grimm, Justin 605548 518748 swinging_strike_blocked 14 R L R TOR OAK S 0 0 0.55 0.49 2 6 Bot 3.55 1.63 81.2 2090 661759 53.56 51 1 Curveball 5 5 5 5 5 5 5 32 0.000 -0.061 168 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
CU 4/16/2022 81.0 -2.03 6.00 Grimm, Justin 605548 518748 foul 9 R L R TOR OAK S 1 1 0.80 1.96 2 6 Bot 3.55 1.63 81.3 2453 661759 53.79 51 3 Curveball 5 5 5 5 5 5 5 45 0.000 -0.102 170 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 92.0 -1.47 6.26 Grimm, Justin 605548 518748 swinging_strike 12 R L R TOR OAK S 1 2 0.09 4.09 2 6 Bot 3.55 1.63 92.4 2098 661759 53.78 51 4 4-Seam Fastball 5 5 5 5 5 5 5 205 -0.065 -0.319 171 NA NA NA NA NA NA swinging_strike pass swinging_strike
FC 4/16/2022 88.6 -2.42 6.25 Phelps, David 542194 475479 swinging_strike 12 R R R TOR OAK S 0 1 1.11 3.21 0 7 Top 3.49 1.60 87.0 2347 661759 55.34 52 2 Cutter 5 5 5 5 5 5 5 198 0.000 -0.046 173 NA NA NA NA NA NA swinging_strike pass swinging_strike
KC 4/16/2022 82.3 -2.43 6.20 Phelps, David 542194 475479 hit_into_play 9 R R R TOR OAK X 2 2 0.55 2.05 0 7 Top 3.49 1.60 80.7 2624 661759 55.42 52 5 Knuckle Curve 5 5 5 5 5 5 5 33 0.039 -0.195 176 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 90.3 -2.51 6.15 Phelps, David 665506 475479 foul 4 R R R TOR OAK S 0 2 -0.81 2.21 1 7 Top 3.47 1.59 88.9 2386 661759 55.29 53 3 Cutter 5 5 5 5 5 5 5 209 0.000 0.000 179 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 93.0 -2.35 6.26 Phelps, David 665506 475479 foul 2 R R R TOR OAK S 0 2 0.24 3.57 1 7 Top 3.47 1.59 91.2 2381 661759 55.23 53 4 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.000 180 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 94.1 -2.22 6.20 Phelps, David 665506 475479 hit_into_play 12 R R R TOR OAK X 1 2 0.42 4.39 1 7 Top 3.47 1.59 92.4 2292 661759 55.18 53 6 4-Seam Fastball 5 5 5 5 5 5 5 218 0.028 -0.112 182 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 93.7 -2.44 6.16 Phelps, David 664913 475479 foul 5 R L R TOR OAK S 3 0 -0.07 2.50 2 7 Top 3.41 1.56 91.7 2270 661759 55.33 54 4 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.026 186 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 88.0 -2.42 6.19 Phelps, David 664913 475479 hit_into_play 11 R L R TOR OAK X 3 1 -0.85 2.98 2 7 Top 3.41 1.56 86.1 2103 661759 55.24 54 5 Changeup 5 5 5 5 5 5 5 234 0.019 -0.153 187 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 81.5 -2.48 5.96 Grimm, Justin 606132 518748 foul 8 R L R TOR OAK S 0 1 -0.08 1.61 0 7 Bot 3.49 1.60 81.6 2413 661759 53.87 55 2 Slider 5 5 5 5 5 5 5 50 0.000 -0.046 189 NA NA NA NA NA NA foul pass foul
CU 4/16/2022 83.6 -1.66 6.23 Grimm, Justin 606132 518748 swinging_strike_blocked 14 R L R TOR OAK S 1 2 0.13 0.28 0 7 Bot 3.49 1.60 84.0 2208 661759 53.64 55 4 Curveball 5 5 5 5 5 5 5 28 -0.038 -0.158 191 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
SL 4/16/2022 82.8 -1.92 6.17 Grimm, Justin 666182 518748 hit_into_play 8 R R R TOR OAK X 0 0 0.22 1.99 1 7 Bot 3.37 1.53 83.0 2555 661759 53.87 56 1 Slider 5 5 5 5 5 5 5 42 -0.028 -0.156 192 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 83.8 -1.92 6.13 Grimm, Justin 665489 518748 hit_into_play 12 R R R TOR OAK X 1 1 1.08 2.59 2 7 Bot 3.47 1.59 83.9 2385 661759 53.88 57 3 Slider 5 5 5 5 5 5 5 45 -0.020 -0.093 195 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.6 -2.90 5.24 Garcia, Yimi 640461 554340 foul 7 R R R TOR OAK S 0 0 -0.40 1.89 0 8 Top 3.47 1.59 91.1 2142 661759 54.85 58 1 Sinker 5 5 5 5 5 5 5 230 0.000 -0.034 196 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 92.9 -2.84 5.20 Garcia, Yimi 640461 554340 hit_into_play 13 R R R TOR OAK X 1 1 -1.21 2.30 0 8 Top 3.47 1.59 91.7 2129 661759 54.69 58 3 Sinker 5 5 5 5 5 5 5 229 0.046 -0.212 198 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 88.0 -3.00 5.12 Garcia, Yimi 462101 554340 swinging_strike 6 R R R TOR OAK S 0 0 0.66 2.69 1 8 Top 3.37 1.53 86.8 2375 661759 54.89 59 1 Slider 5 5 5 5 5 5 5 203 0.000 -0.024 199 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 88.8 -2.94 5.06 Garcia, Yimi 462101 554340 foul 8 R R R TOR OAK S 2 1 0.24 1.87 1 8 Top 3.37 1.53 87.7 2334 661759 54.79 59 4 Slider 5 5 5 5 5 5 5 192 0.000 -0.046 202 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 87.8 -2.93 5.18 Garcia, Yimi 643393 554340 hit_into_play 9 R L R TOR OAK X 1 0 0.46 1.54 2 8 Top 3.10 1.45 86.8 2345 661759 54.92 62 2 Slider 5 5 5 5 5 5 5 204 0.117 -0.569 216 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 95.0 -0.24 6.43 Jiménez, Dany 641470 666204 swinging_strike 12 R L R TOR OAK S 1 1 0.24 3.96 2 8 Bot 3.49 1.60 94.4 2104 661759 54.53 65 3 4-Seam Fastball 5 5 5 5 5 5 5 200 0.000 -0.023 229 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 80.8 -0.28 6.54 Jiménez, Dany 641470 666204 swinging_strike 2 R L R TOR OAK S 3 2 -0.21 3.36 2 8 Bot 3.49 1.60 80.3 2230 661759 54.80 65 6 Slider 5 5 5 5 5 5 5 100 -0.025 -0.116 232 NA NA NA NA NA NA swinging_strike pass swinging_strike
FF 4/16/2022 97.1 -1.96 5.90 Merryweather, Julian 641856 657240 foul 8 R L R TOR OAK S 0 0 -0.12 1.92 0 9 Top 3.41 1.56 97.4 2292 661759 53.85 66 1 4-Seam Fastball 5 5 5 5 5 5 5 217 0.000 -0.034 233 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 96.6 -1.91 5.97 Merryweather, Julian 641856 657240 swinging_strike 4 R L R TOR OAK S 0 1 -0.36 2.67 0 9 Top 3.41 1.56 97.1 2276 661759 53.85 66 2 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.046 234 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 80.9 -1.65 6.09 Merryweather, Julian 641856 657240 foul 13 R L R TOR OAK S 0 2 -1.05 1.97 0 9 Top 3.41 1.56 81.3 1339 661759 53.93 66 3 Changeup 5 5 5 5 5 5 5 227 0.000 0.000 235 NA NA NA NA NA NA foul pass foul
CU 4/16/2022 80.9 -1.71 6.03 Merryweather, Julian 542194 657240 foul 4 R R R TOR OAK S 0 1 -0.47 2.54 1 9 Top 3.49 1.60 80.8 2459 661759 54.00 67 2 Curveball 5 5 5 5 5 5 5 21 0.000 -0.031 239 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.4 -1.86 6.02 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 -0.75 2.95 1 9 Top 3.49 1.60 97.9 1973 661759 53.87 67 3 4-Seam Fastball 5 5 5 5 5 5 5 222 0.000 0.000 240 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 88.5 -1.68 5.99 Merryweather, Julian 542194 657240 foul 14 R R R TOR OAK S 0 2 0.39 1.18 1 9 Top 3.49 1.60 89.3 2102 661759 53.98 67 4 Slider 5 5 5 5 5 5 5 197 0.000 0.000 241 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.6 -1.92 6.00 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 -0.59 3.25 1 9 Top 3.49 1.60 98.1 2322 661759 53.79 67 5 4-Seam Fastball 5 5 5 5 5 5 5 219 0.000 0.000 242 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.0 -1.77 5.99 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 1 2 -0.40 3.27 1 9 Top 3.49 1.60 97.3 2123 661759 53.95 67 7 4-Seam Fastball 5 5 5 5 5 5 5 212 0.000 0.000 244 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 88.5 -1.73 6.00 Merryweather, Julian 542194 657240 hit_into_play 9 R R R TOR OAK X 1 2 0.29 2.13 1 9 Top 3.49 1.60 89.6 2137 661759 53.84 67 8 Slider 5 5 5 5 5 5 5 215 -0.060 0.306 245 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 97.3 -1.78 5.98 Merryweather, Julian 665506 657240 hit_into_play 8 R R R TOR OAK X 1 0 0.10 2.01 1 9 Top 3.47 1.59 97.7 2256 661759 53.92 68 2 4-Seam Fastball 5 5 5 5 7 5 7 215 -0.420 1.677 247 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 81.0 -1.57 6.08 Merryweather, Julian 664913 657240 swinging_strike 4 R L R TOR OAK S 2 2 -0.35 2.28 1 9 Top 3.41 1.56 81.5 1332 661759 53.86 69 5 Changeup 5 7 7 5 7 5 7 224 0.006 -0.134 252 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 88.3 -1.76 6.05 Merryweather, Julian 640461 657240 foul 5 R R R TOR OAK S 0 1 0.00 2.36 2 9 Top 3.47 1.59 88.2 2122 661759 53.96 70 2 Slider 5 7 7 5 7 5 7 141 0.000 -0.023 254 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 95.7 -1.88 6.01 Merryweather, Julian 640461 657240 swinging_strike 11 R R R TOR OAK S 0 2 -0.33 3.78 2 9 Top 3.47 1.59 96.2 2158 661759 53.91 70 3 4-Seam Fastball 5 7 7 5 7 5 7 216 0.003 -0.059 255 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 87.3 -1.54 6.20 Trivino, Lou 669289 642152 foul 11 R R R TOR OAK S 0 1 -1.25 2.42 0 9 Bot 3.30 1.50 86.8 1854 661759 54.24 72 2 Changeup 5 7 5 7 7 5 5 260 0.000 -0.080 262 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 87.8 -1.42 6.16 Trivino, Lou 669289 642152 swinging_strike_blocked 14 R R R TOR OAK S 2 2 0.55 0.56 0 9 Bot 3.30 1.50 87.6 1903 661759 53.93 72 5 Changeup 5 7 5 7 7 5 5 261 -0.074 -0.336 265 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
SI 4/16/2022 95.7 -1.27 6.23 Trivino, Lou 543807 642152 swinging_strike 2 R R R TOR OAK S 1 0 -0.04 2.93 1 9 Bot 3.49 1.60 95.7 1995 661759 54.24 73 2 Sinker 5 7 5 7 7 5 5 218 0.000 -0.058 267 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 96.9 -1.28 6.22 Trivino, Lou 543807 642152 foul 1 R R R TOR OAK S 3 1 -0.78 3.05 1 9 Bot 3.49 1.60 96.6 1944 661759 54.28 73 5 Sinker 5 7 5 7 7 5 5 219 0.000 -0.099 270 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.0 -1.28 6.20 Trivino, Lou 543807 642152 swinging_strike 12 R R R TOR OAK S 3 2 0.90 3.45 1 9 Bot 3.49 1.60 96.9 2004 661759 54.15 73 6 4-Seam Fastball 5 7 5 7 7 5 5 218 -0.059 -0.355 271 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 89.4 -1.41 6.14 Trivino, Lou 606132 642152 swinging_strike_blocked 13 R L R TOR OAK S 1 0 -0.28 0.45 2 9 Bot 3.49 1.60 88.9 1781 661759 54.28 74 2 Changeup 5 7 5 7 7 5 5 259 0.000 -0.053 273 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
SI 4/16/2022 96.8 -1.31 6.13 Trivino, Lou 606132 642152 swinging_strike 5 R L R TOR OAK S 2 1 0.21 2.28 2 9 Bot 3.49 1.60 97.0 2017 661759 53.97 74 4 Sinker 5 7 5 7 7 5 5 211 0.000 -0.074 275 NA NA NA NA NA NA swinging_strike pass swinging_strike
FF 4/16/2022 96.1 -1.39 6.17 Trivino, Lou 606132 642152 foul 11 R L R TOR OAK S 2 2 -1.31 3.46 2 9 Bot 3.49 1.60 96.2 2002 661759 54.13 74 5 4-Seam Fastball 5 7 5 7 7 5 5 231 0.000 0.000 276 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 87.4 -1.38 6.11 Trivino, Lou 606132 642152 swinging_strike 8 R L R TOR OAK S 2 2 -0.09 2.12 2 9 Bot 3.49 1.60 87.4 1714 661759 53.92 74 6 Changeup 5 7 5 7 7 5 5 266 -0.046 -0.259 277 NA NA NA NA NA NA swinging_strike pass swinging_strike

Just the incorrect pitches with how umpire called it and the predicted outcome:

all_added %>% 
  filter(call == "fail") %>% 
  dplyr::select(id, description, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")
id description pred_outcome
1 ball ball
3 ball ball
12 called_strike called_strike
20 ball ball
42 called_strike called_strike
51 called_strike called_strike
54 called_strike called_strike
58 called_strike called_strike
75 called_strike called_strike
84 called_strike called_strike
95 called_strike called_strike
112 called_strike called_strike
131 called_strike called_strike
136 called_strike called_strike
144 called_strike called_strike
149 called_strike called_strike
177 called_strike called_strike
193 called_strike called_strike
197 ball ball
204 ball ball
215 ball ball
217 ball ball
219 called_strike called_strike
222 called_strike called_strike
226 called_strike called_strike
227 ball ball
237 called_strike called_strike
250 ball ball
261 called_strike called_strike

Visualization of Model Predictions

All

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

Faceted

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1) +
  facet_wrap(~pred_outcome)

Splitting this game into train and test data:

model_outcome3 <- rpart(description ~ outs_when_up + inning + bat_score + fld_score + balls + #true + ump_call +
                          strikes + plate_x + plate_z, 
                       data = train)
predictions_outcome3 <- as.data.frame(predict(model_outcome3, newdata = test))

# get the column names of the largest values
predictions_outcome3$highest<- (colnames(predictions_outcome3)[max.col(predictions_outcome3)])

# add in to data frame
test$pred_outcome <- predictions_outcome3$highest
test %>% 
  dplyr::select(id, description, balls, strikes, outs_when_up, inning, bat_score, fld_score, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")
id description balls strikes outs_when_up inning bat_score fld_score pred_outcome
1 ball 0 0 0 1 0 0 ball
3 ball 2 0 0 1 0 0 called_strike
12 called_strike 1 2 2 1 0 0 ball
20 ball 0 0 1 1 1 0 called_strike
42 called_strike 0 0 0 2 1 3 ball
51 called_strike 2 0 1 2 1 3 called_strike
54 called_strike 0 0 1 2 1 3 called_strike
58 called_strike 0 0 2 2 1 3 ball
75 called_strike 0 0 0 3 1 5 called_strike
84 called_strike 1 1 2 3 1 5 ball
95 called_strike 0 0 0 4 1 5 ball
112 called_strike 0 0 0 5 5 2 called_strike
131 called_strike 0 0 2 5 2 5 ball
136 called_strike 0 0 0 6 5 2 ball
144 called_strike 0 0 2 6 5 2 ball
149 called_strike 1 0 0 6 2 5 ball
177 called_strike 0 0 1 7 5 5 ball
193 called_strike 0 0 2 7 5 5 ball
197 ball 0 1 0 8 5 5 foul
204 ball 3 2 1 8 5 5 ball
215 ball 0 0 2 8 5 5 called_strike
217 ball 0 0 0 8 5 5 ball
219 called_strike 1 1 0 8 5 5 ball
222 called_strike 3 2 0 8 5 5 ball
226 called_strike 1 2 1 8 5 5 ball
227 ball 0 0 2 8 5 5 ball
237 called_strike 1 2 0 9 5 5 ball
250 ball 1 1 1 9 7 5 foul
261 called_strike 0 0 0 9 5 7 ball
graph_3 <- test %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
ggplotly(graph_3)

This is not a perfect model - it is not possible for an umpire to call a pitch (not hit) a foul, and some of the strikes are outside of the strike zone but they are close (since this is a generalized strike zone, not specific to each pitch, it is possible that the true strike zone is slightly different)

Further Application of These Results

Common Results of Each Count

The most frequent of each group is highlighted. This is looking at all of the data except the identified incorrect calls. A couple of them were tied for most frequent (those are specified below the table).

train %>% 
  group_by(balls, strikes, description) %>% 
  summarize(n()) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(c(1, 8, 14, 18, 24, 27, 29, 34, 38, 46, 47, 50, 55, 59), background = "skyblue") %>% 
  scroll_box(height = "500px")
## `summarise()` has grouped output by 'balls', 'strikes'. You can override using
## the `.groups` argument.
balls strikes description n()
0 0 ball 23
0 0 called_strike 17
0 0 foul 5
0 0 foul_bunt 1
0 0 hit_into_play 6
0 0 swinging_strike 4
0 0 swinging_strike_blocked 1
0 1 ball 19
0 1 blocked_ball 3
0 1 called_strike 2
0 1 foul 7
0 1 hit_into_play 6
0 1 swinging_strike 2
0 2 ball 8
0 2 foul 6
0 2 hit_into_play 2
0 2 swinging_strike 1
1 0 ball 8
1 0 called_strike 6
1 0 foul 2
1 0 hit_into_play 6
1 0 swinging_strike 4
1 0 swinging_strike_blocked 1
1 1 ball 13
1 1 called_strike 2
1 1 foul 4
1 1 hit_into_play 13
1 1 swinging_strike 2
1 2 ball 7
1 2 foul 1
1 2 hit_into_play 5
1 2 swinging_strike 2
1 2 swinging_strike_blocked 1
2 0 ball 3
2 0 called_strike 1
2 0 foul 1
2 0 hit_into_play 1
2 1 ball 6
2 1 called_strike 1
2 1 foul 1
2 1 hit_into_play 5
2 1 swinging_strike 4
2 2 ball 3
2 2 called_strike 1
2 2 foul 3
2 2 hit_into_play 4
2 2 swinging_strike 4
2 2 swinging_strike_blocked 1
3 0 ball 1
3 0 called_strike 2
3 0 foul 1
3 1 ball 1
3 1 called_strike 3
3 1 foul 1
3 1 hit_into_play 4
3 2 called_strike 1
3 2 foul 1
3 2 hit_into_play 1
3 2 swinging_strike 3

1-1 is tied between ball and hit_into_play for most frequently occurred. 2-2 tied between hit_into_play and swinging_strike. The majority of the time “ball” is the top result until you get to the 2-2 count and everything following that.

According to the predictive modeling, 17 of the incorrect calls happened during the top of the inning (while Tornoto was pitching), and 12 of the calls happened in the bottom of the inning (while Oakland was pitching).